{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def sinplot():\n",
    "    x = np.linspace(0,14,100)\n",
    "    plt.figure(figsize=(8,6))\n",
    "    for i in range(4):\n",
    "        plt.plot(x, np.sin(x+i)*(i+0.75), label='sin(x+%s)*(%s+0.75)'% (i,i))\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oPfaxassWMBjwP2/spbchhOCvW/6KUzh5ecTL+Bv8AfAfLO8Iqre7n1dQS0xI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/GddnKbczk79mx0wgi2XkcdfHgfRJ0hifl/j+PCkp6Oo7kZ5759mq0hwCeArIgsVtev1pRg6ezo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\nzdpUtGPv2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WvWYmnXlogePfQORWkirG3bEtGrF2WrVusdSr0FlZiFEL8RQuwSQuQJIVYK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\nURTFQFRiVhRFURQDUYlZURRFUQzk/wHOxjdyrH5R/wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c506390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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p49YR15MePqzb42uzRqLQarsU9fxTFIKCJVmLGRY6hD11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\n/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OuHZDBgn7+Avk0fM3D8GBlTpqbluImLOL/YldTnbUYr357/j7xdu4F36t7nrwee5oPG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\n+//drUB1QvwZKgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c4f3518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0.29803921568627451, 0.44705882352941179, 0.69019607843137254),\n",
       " (0.33333333333333331, 0.6588235294117647, 0.40784313725490196),\n",
       " (0.7686274509803922, 0.30588235294117649, 0.32156862745098042),\n",
       " (0.50588235294117645, 0.44705882352941179, 0.69803921568627447),\n",
       " (0.80000000000000004, 0.72549019607843135, 0.45490196078431372),\n",
       " (0.39215686274509803, 0.70980392156862748, 0.80392156862745101)]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.color_palette()   #RGB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABECAYAAAAiJuZQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAXlJREFUeJzt2iFKRFEAhtE3rsUV6B4MwjBB0GoxmAfrBKtMNrgCbSIY\nBKNRF6TIcwVqet8Lc0695U8fl8tdjOM4DgAk9uYeALBLRBcgJLoAIdEFCIkuQOjP6H5+fVc7AHbC\n4r8vY8v1Y7Ul97RdDaf3l3PPmMzD2e3wtjqZe8YkXvfPh812OVyvn+aeMonNdjm8v1zNPWMyh0c3\nw8Xzx9wzJnN3fPDrmecFgJDoAoREFyAkugAh0QUIiS5ASHQBQqILEBJdgJDoAoREFyAkugAh0QUI\niS5ASHQBQqILEBJdgJDoAoREFyAkugAh0QUIiS5ASHQBQqILEBJdgJDoAoREFyAkugAh0QUIiS5A\nSHQBQqILEBJdgJDoAoREFyAkugAh0QUIiS5ASHQBQqILEBJdgJDoAoREFyAkugAh0QUIiS5ASHQB\nQqILEBJdgJDoAoREFyAkugAh0QUILcZxHOceAbAr3HQBQqILEBJdgJDoAoREFyAkugChH0lkImw4\n8q9zAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c31e0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pal_style = ['deep', 'muted', 'pastel', 'bright', 'dark','colorblind']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABECAYAAAAiJuZQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAXFJREFUeJzt2jEuRUEAhtF7XykWoLEeu3iVLSA6nTxiBxp2YT0aUUuQ\niLECVPe7xTunneavvkwmM48xxgRAYrP2AIB9IroAIdEFCIkuQEh0AUJ/Rvfj86vaAbAX5v++jM3H\nV9GU3ni+mjbnR2vPWMz3zct0dzCvPWMRr+8P025sp4v5ce0pi9iN7fR0fbj2jMWcXL5N8+nZ2jMW\nM+5vfz3zvAAQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBI\ndAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFC\nogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQ\nEl2AkOgChEQXICS6AKF5jDHWHgGwL9x0AUKiCxASXYCQ6AKERBcgJLoAoR/QNCNnYBz8twAAAABJ\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c7da1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette('dark'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sns.set_palette(sns.color_palette('dark'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EunW/lRwrT1ejW7fCuHHjukY6lKWrUXkJDm7EmTMnAcrd1WjJkm8BjLarkaxAzrnv7mBi\nKSFkUsXM3m19rPDv5cH965nEnhAKbwjoh4s/RQDQdGydCpFvYWdK8wn+5KcWcWmlENNgaKq18a1b\ntz4//7yct98ez/btWxgw4NmBVEFBwUREhAP/djWaMOEtPvjgYxYu/JScnByAJ7oaPYuydjV6Fj17\n9i5Z9YKqq5GpqSnjx49iyZJvePvtaYCqq9H27VsASu1qlJOTzYQJo/nkkw+f6Gr0ND31zbW1qlVv\nk9G+WDpWXNeWkAmqCcv5H8MrbAwBATXJ1zKIO51KrfbOONatuL68zd6sg4W9KeeXhVOc9/x3i0DF\nIdR2LidCVyPDdTVSyJWsDNlLQVoRYy92qxDX3KP80eso8efS+N/xTjprVC7UyK1a6Oo+d026QOhf\nsQzY8CK1O7roQLPSObEglDOLb9NjaTOCBpetcpbweWourzSq9cpXE4SuRoYj5vgDsuPyqdvPs8IN\nL0DziSq39sXlERU+lkD1JSe5gFvb4rAPqEGtDs4VPl6Doaqg0evroyt8LIHSMZqAq8qCnZ09778/\nSyey/Pz88fMrfd/SzMycRYsWGXzG2b//IIOOr+bGBtXLQv3yqGjqdHPDtrYVoX/F0uaD+li56C6l\nSUBAzZVVd1EUK2k2to5egvtsa1nh1caR2BMppN/Nwc7X+vkXCegcYeUrUCkoyCwiYlcC9n7WuIfo\nJ/BLLBHR7E0/5EUKLq8WAlQEdE9xvpyra6IwtzOh/iD9pbU1HF4LEFa/hkQwvgKVgltb45EVKAga\n4q3X1J+gV70xsZIS+lcsegqPEKhG3NoaS35aEY3eqI2Jpf4ckX493TGzMeHmxhihlKqBEIyvQKXg\nxh/RiMSUOUBEV5haSfHv6UZWbB4J59P0OrZA1SdscxwADUfU1uu4JhYS6g3wIje5gKiDyXodW0CF\nYHwFjJ6UW1kkXU6nVkcXrF017/CiKfUGqNyBYVvi9D62QNUlJ7mAmBMPcA+xx8bLUu/jBw9/GHi1\nTnA9GwIh4OoRwsNvc+LEsWc2V8jMzOCnn35gxoyPyiV748Z1HDiwD4BWrVozatQ4IiMjOHr0EKNG\njSMrK5P4+DjOnj1N9+4v4+rqVtLVaPr0WVy6dIGVK39EKpViZ2fHrFmfYm7+9AAghULBokULiYgI\nx8TEhA8++BhPz3/3k1JTU5g9e2bJzxERdxg/fjJ9+w5k1KjhWFpaAeDu7sHMmbPZtm0Tnp7eNG/e\nolz3rCtu/KHfQKv/4tPWCQtHU27viKPDZ8FCvWcBnXBnRzwooW4/T4OM7xJsi3OwDZH7k8hNLhAC\nCvWM8BZ5hIrqahQfH8e+fXtYvnwVK1b8yvnzZ4iICC9XV6NFixayYMHX/PDDSjw9vfn7722ljleV\nuhrJixWE/hWLuZ0Jdbq66n18ALFUTN0+nuSnFBFz/IFBdBCoeoRtiUUkhsDeT0811AfBw2qhlCu5\n+WeMwXSorhjNyvfC57OI3lW6QfkvErEIueLZATA+PfvS/KN5pR7XV1cjFxdXFi1aUpInK5PJMDU1\nBcre1WjJkhXY26tqPcvl8pLroWp3NYo6kEReSiFNxvgiNTNcnnG9/p5c/uUuYZtjK7wIgkDVJyM6\nl8SL6Xi/5GTQFWe9AZ4cmXOd6+ujCZnsL9Qx1yNGY3wNgT67Gtna2qJUKvnhh+/w9w8skVPWrkaO\njqoay0ePHuLSpQuMGTO+WnQ1uvGHakYebCCXsxq35vbU9LYkfFcixXkyvUamClQ9bm+PB1STOkNi\nbmuK/8vu3NoSR/LVDFwb2xlUn+qExm8QuVzOrFmziIqKQiQSMXfuXAICNG/v1vyjec9cpf6XytbV\nqLCwkAULPsXS0pJ33/23e1N5uhpt3LiOI0cOsmjREszMzKp8V6PCrGLuHkzCqX5NnIN119tUE0Qi\nEfX6e3L22ztE7k+ibh/DvjQFKje3tsYhNhHh/7K7oVUhoJfK+EbsThSMrx7ReM/38OHDAGzYsIF3\n3nmHxYsXP+cK40NfXY2USiUffvgufn7+zJjx0WNlGsva1WjNml+4evUK3367DFvbZxuiqtLVKOpQ\nMopipVG8oADq9VcFrd0Sop4FtCD1ThYPbmZSu6ML5ramz7+ggqnVwQWpuZjw3QmGVqVaofHKt3Pn\nzrRv3x6AhIQEatasuE4cFUXduvWZN282a9b8gkKhYMCAwSXBTk8jKCiYH39cAvzb1Wj58tUkJMQz\na9YMli9fjbW19RNdjY4dO8KVK5coKirizJlTAIwfP5kGDRqWqatRWloqq1evJCCgLu++q3JNd+rU\nlX79BgKqrkaP0rZtB86fP8v48aNQKpUlgVP79u0hPz+PPn36l9rV6PPP5zBhwmhEItETXY1CQvTb\n4CFiTyIAfj2Mw/g61q2JU/2aRB1MpiCjyChenAKVj1tbVS7nun2Nw3tiaiXFp70zkXuShHKT+kSp\nJTNmzFA2adJEefz48WeeV1ws03Yoo+Djjz9W3rx5U2fypk2bpoyJiXnqseXLlyv37duns7E0pbi4\nWPnaa68pZTL9fYbFhTLlxzXXKxf4bFIqFAq9jfs8Di+8rpzBGuXZn+8YWhWBSohCoVB+GbBV+ZHF\n78qC7CJDq1PCuVXhyhmsUR7+4rqhVak2aB018sUXXzB9+nQGDx7Mzp07sbR8erJ4enreU3+vKYZq\ncfXaa6NZsWKZTporRESE4+joirm57VPv5eWX+7N48UIaNmyBWGy4rLAtW/5iyJDXSUvT7Wf4KP/9\nPO8duU9hVjFBQ7xJScmpsHHLi2cXJ/gALvwWQe1Xyp/6JLRmq1qU9z6Tr2WQcieLwD4eZOUXQH5B\nBWpXdpxb2SISw9W/7hE08sngRuHz1FxeaWhsfLdt20ZycjJvvvkmFhYWiEQigxoIfSF0NdIPEQ/3\nn/y6u+l97Gdh42WJS0NbYk+nUJRTjKm1iaFVEqhE3N5hXC5nNZYOZni0dCTuVAo5yQVYCwU3KhyN\nrWXXrl0JDQ1l+PDhjB49mpkzZ5ZacUlAoDwolUoi9yZhbmuCZ0uH51+gZ2p3dkFRrCT6qFBwQ6B8\n3N2fhNRcrJe+veXFv6dqohv5MNZCoGLR2PhaWlry3XffsW7dOjZu3Ejnzp11qZdANSb5WgbZCfn4\ndnFFLDU+b0qdLip3890DSQbWRKAykRWfR0pYFl6tnYwyT1wd2Bi+S4h61gfG92YTqPZE7H4Y5Wxk\nLmc1rk3ssHA05e6BZKHNoECZUXcPqt3ZOCuk2XhZ4hxsQ8yJBxRmFRtanSqPYHwFjI6I3YlIzMTU\n6mCcLymRWETtji7kJhdw//qTBVIEBJ5G1AGV8fXtZJga5WXBv6c7imKl4NXRA4LxfYTw8NusXr3y\nmedkZmbw5Zefl1v25s1/MmbM64wd+zoHD+4HIDIyglWrVFWwsrIyCQu7ya+//kxSkmrlp+5qpFAo\nuHr1MmPHvsG4cf9j2bLvnzmWQqHgq6/m8+abI5k8eRxxcbGPHU9NTWHy5HEl/7p3b8+2bZsAGDVq\neMnv58+fC8C2bZu4cOFcue9ZEzLu5ZISloVPWydMrY3PNafGV+163i+8pASej6xQTvSx+9j7W2Nb\ny8rQ6pSKXw+Vt0ntfRKoOIz37WYA/P0D8fcPfOY5mnQ1ysjIYNu2TaxevZ6iokJee20wHTt2pk4d\nP9avX0N8fBwymYzffltFZGQEPj61cHV1e6yr0XffLWLevC9wd/fgrbfe5M6dWwQE1H3qeI92Nbpx\n4zpLly5m4cJvSo6ruxoB3LhxjRUrlj3R1ehRevXqy7Rpk2nSpNlj1bkqAmMrrFEatdo7I5KIuHsg\niVbvPv1zEBBQE38mleI8ObWNeNUL4FivJra1rLh7IBlZgRypueGamVR1jMb4HplznTt/l32jvyxd\njQJ6u9N+TnCpx/XV1cjW1pbVq9eXHDM1NS2pLFXWrkYrVvyKVColLy+P3NwcLCz+zaeuSl2NIvYk\nggiDtQ8sK+Y2pni0sCfuTCp5KYVYOpoBkHU3nJsrl5IZcRsT6xqYWNfAtEZNatbxJ2D4KKD0vD+B\nqovajetrpPu9akQiEX493LjwYwRxp1Oo1cEFpUJB/OmTRJ0+R8btUDLuhJEbH4dLy9bU7jsY1xfb\nIa7gSXlVxGiMryHQZ1cjqVTK5s0b+eWXFQwc+GrJOGXtaiSVSrlx4zpz5sykVq3aODs7V7muRgWZ\nRcSfScGtqR1Wzsaftubb2ZW406lEHUzGtX4aN5Z9Q/Tu7VBKEFbYqh/p+MUibFt3FVq3VTOiDiZj\nYiXF4wXjS537L7XaO3PhxwjuHb2Po38hJ6e9SfLZkyXHRWIxJjVqErlpPZGb1mPh5EKtVwbSYPw7\nWDgb9+TCmDAa49t+TvAzV6n/pbJ1NQIYMOBVXnmlP9Onv82lSxdo2rR5uboaNWgQzKZNf7NixTJ+\n/30No0e/WaW6GsWeSEGpoNL0y/Xt4sqxz25y5osdmKTOBMC+QWOCJ72LV9eXkRfkU5yTTVFWFpGb\n1xP2yw/8PXwQrq3aEjLnC+zqBhn4DgT0QUZUDmkROfj1cDNoT+qy4tHSEYmZmPAdd0jcNIXi7Cx8\ne/bGrfPL2AbUx8Y/EImpGfcvniVq60bu/bOFsF9+IGbv33RavQnbUrbDBB6nWgdc6aurUUzMPWbO\nfK/ECJqYmJTIL0tXI6VSycSJY8jKygJUOdbPWjlV1q5G0cfuA+DT1vgKEDwNGx8pJuY5ZMTZ4tCo\nBZ3XbuXlf47i07MPYqkUE+saWLq6YxtQl2Yffsor+8/i26MXSaePsbNXWxKOHTT0LQjogbsPU4yM\n3eWsRlmUjZVNMplxYmQyK178+kf6/rWdOgOG4RDcGKm5BSKxGJeQVrSc/y2DLkTQeNpH5MbFsGdA\nV5LOnDD0LVQKjGblawj01dXI27sWfn7+vPnmSEQiES1bvkiTJs0AytTVSCQSMXToa0yf/jampqY4\nODjw/vsfl5xbVboaRR97gKm1FNemxt9TVFaQz5GxQ5EWe1JMZxq8uxb3ts/OS65Z249+m//m4roN\nHJv8P468+RpdN/yDY6NmetJawBDcfZhiZOzBVgDyoiIOjX4VeZod8CpB0/7Ab1DTZ072JaamNJzy\nPlZe3px6bxIHRvSl9aLl1H5loP4Ur4SIlHqqEqDr+sSGKvT91Vfz6dOnf6mRxuVl7txZjB07AXd3\njyeOrV27muDgejRurN9Wfv9FJpMxdeokvv12WYVFO0vzRSz02UKdbq70W9uqQsbQFbL8PA6PGUri\nicPUCB5F5Ll2hEz2p90nDZ57rfq5jdn7D0fHv4aprR09Nu+jpm/pNb4rI0IhfhXFeTKWBu7Evo41\nbxzppEfNyo9SqeT0jMlE/LkWx9YjCT3QnqAh3vT4vlmZP8/EE0c4Mv41irOzaLVwCf5D39CD5rpD\nn40VqrXbWRPGjBnP1q2bdCIrIiIcDw/PpxpegMGDh7Jnzx4UCoVOxtOUHTu2MmLEyApNM4o4oEox\nMnaXs0Iu5/BYleH17NKTnusWILWQlFQvKive3XrRcv53FKalsn9EP/KShbzKqkjMyRTkhQpqdzb+\nVW/YqmVE/LkWh+AmdFk5HwsHU6KP3i9XFTe3Nu3pvmkvZnb2nJ09nfSwGxWoceVGML7lRNddjcaM\nGV/qcXVXI0N3i+rffxAtWlTs6lttfL3bOlXoONoSunIpiccP49GhK+2W/YaZjQUeLRxICcsi90Fh\nuWT5D32DxtM/JjcuhgOv96c4p+qvFKsbUZVkvzf+6AEuzvsICycX2q9cj4mVFd4vOZGTWEBaePme\nS7u6Qbz49Y8oCgs59tYoZPkV14q0MiMYXwGDo1QoCT+QhLWrOQ4BxpsHm3HnFle+mYe5kzOtF/+E\nxNQUAO82qqC02FPl73IUPHk6ga+PJePWTa4smqdTfQUMT8zx+5hYSnBrVrHBitqQGRnOsckjEZmY\n0H7leqzcVJ64Wu1UXihNund5de5B4BvjyAy/xYV5H+lU36pCpTS+SqUShVxuaDUEdMSD0CxyHxTg\n3dbJaPNfFTIZJ6ePR1FYSMv532H+SBqYV2vVaj32REq55YpEIpp/9Dk1ff249etPpFy7pDOdBQxL\nbnIBaeHU2PL7AAAgAElEQVQ5qtQdE+N81SoVCk5MHUtxViYvLlyCU5N/gz99Hhrfe0fvayS7+cx5\n2NYN4s7vvxCz52+d6FuVMM4n4jkcfKM/Gzq/JBjgKkJlSDG6ueJ7Uq9eonbfwXh3ffmxY66NbTG1\nlhJzQrP+vhJzc1rO/w6lQsHp999GIZPpQmUBAxN7SjUZ827taGBNSifir3WkXr1ErVcG4tt/yGPH\nanpaYlfHmtiTKciLyx93IjE3p+2S1UjMzDn1/mRyE+N1pXaVoFIaX0tXDxLPnibyr3WGVkVAB0Qf\nUxktHyPd702/HcrVxfOxcHKhxdwvnzgulorxaOlAemQOOUn5Go3h2uol6gwaTnroNcJW/aitygJG\ngHoy5tXGOJ/roswMLn8xG6mlFc0/evqWh087Z4pzZcSc0WxiaRtQl5DZCynKSOfMh1O0UbfKUSmN\nb+NpM5FaWnJl0TyKc3MMrY6AFsgK5cSdTsG5vg3WrhaGVucJFHI5p6ZPQFFURMuF32Nm+/S9O++H\nrucYDVzPapp9NA8zeweufvM5ObHRGssRMA5iT6ry1l2CbQytylO5+u0CClJTCJ48HUvXpzcyqdVO\n9VyH79c8Gt9/2EhcWr5E/OF9QgGOR6iUxtfS1Z3mU6aTfz+Jmyue3V5PwLhJuJCGLF+Ofxfj7GIU\ntf1PUq9dpnbfwXh17lHqed4vqY2vZisEAHM7B5p/PB9Zfh5nP363XCkeAsZFdmI+6Xdz8WzlgFhq\nfK/ZjDth3Fqzgho+tak/ZnKp53m1dkIkERG+v+xNb/6LSCSi2Yeq9qSXFn4iPNcPMb6nooyETH0P\nCycXQn/6XsiRrMTEPHQ5+3d+dnUoQ6CQybj27ULEJiY0ee+TZ57rFGSDmY0JsVoYXwDffkNwbd2e\n+MP7iDu4RytZAoYj9qTKA6IOxjMmlEol52bPQCmXEzJ7IRIzs1LPNatpgltTO2LPpVKQWaTxmI6N\nm+PTsy8ply8IwVcPqbTG19TamsbvzkKWn8eVr4UUjcrKvaP3EUlE+LYzvjzIyM1/kB0dhf+QN7D2\n9H7muWKJCK9WjmTG5JEZk6vxmCKRiBZzvgSRiGvfLRRWCZWU2JOqSZi3Ee73xuzaTtKpo3h06Ipn\np9K9OWp82jmjVChLJhSa0uS9jxFJJFz+aq4QVEglNr4AdQa/hm1gfSL++l2opFIJKcgsIvlKOu7N\n7DCrYWJodR5DXlTE9e+/RGxmRvDk6WW6psT1rOVLyjagLj49+pB67TIJRw9oJUvAMMScSMHMxgSn\nIOPa71XI5Vz6ai5iExNCZi8s0zVeD6O1486kajV2TV9//Ie8QVZkOBF//a6VrKpApTa+YomEZh/N\nA6WSC/N1U3VKQH/En0tDqTDOaNDITevIiYsmcPioUoNR/ov6JaWt6xkoMfjXvv9SWP1WMrLi8siM\nfrjfKzGuvPXYvf+QHRWJb/+h1Kz99G5n/8WtqT0SEzFxZ7SbVAI0nPIBUgtLri5eUO0rX1Vq4wvg\n0a4zbm06kHjskFCgoJIR//DL7GlkDcblhYVcW/IVEnMLGkyYVubrHOvWxMLRlNiTKVobTPughnh2\n7sGDi2dJPn1cK1kC+kXtnvU2sv1epVLJjeWLQSQi6M2yp/2YWEjwDHHg/vVMinK0cxdburhSb9RE\n8pMTCVu9XCtZlZ1Kb3wBgsarHqTQlUsNrIlAeYg7k4pIDO4hxlV6L3zDGvIS4gh8fSwWzmXfixaJ\nRXi96ER2Qj4ZUZrv+6pp+NZ7AFxb8pXWsgT0R8zD/V6vF42ruEby6eOkXr2Ed9de2NQpXxet2i85\no5QrSbiQprUeQeOnYGpjS+jKJcgLCrSWV1mpEsbXrU0HbAPrE71zK7kJcYZWR6AMFOfLSbqSjnOw\nLabWxrPfKyvI5/oPi5BaWtFg/Dvlvl5dzUiblCM1jo2b49a2I0mnjnL/wlmt5Qnoh9hTKZjbGd9+\n743liwEImlD+57p2W9UkVBeuZ9OaNgQMH0VhWip3t/+ltbzKSpUwviKRiPpjJqOUy7n160+GVkeg\nDCRdTkdRrMSzpXG5nKO2/UV+ciKBb4zD3KH8Kxd10JW2kaFqGr41A4DrS56srCVgfGTG5JIVk4dX\nK0dEYuPZ7027eY2EowdxadnmsfrNZcXnRWcQaR90pSZwxBhEEgm3Vv9YbWMaqoTxBajdZxDmTs7c\n+eNXoTVbJSD+rOpL7NHCeIyvUqnk9m8rEUkk1H1jnEYy7OpYY+ViTsyJBzp5qbi0eBGXlm2IP7Kf\n1OuXtZYnULGoI92NLYjw5k/fAWjkzQGwsDXFqb4NSZfSkBVqX1Pfyt0Tn559SA+7QXI1rXpVZYyv\nxMyMuiNU3TmEMHbjR+2+8jCiYKuUS+dIu3kVry4vl7RVKy8ikQjPlg7kPSjUyb4vQPCkdwEEr04l\nINYI93tzYqO5988WbOsG4d6+i8ZyPFs5ICtQkHwlQyd61Rs5AYCwVct0Iq+yUWWML0DAa6ORmJkT\n9suPQscjI0YhV5JwPk21SnQ2N7Q6Jdz6bSUAga+P1UqOejUff043Ljq3Nh2oUcuXe39voTAzXScy\nBSqG+DOpmNuZ4Fi3pqFVKeHmyiUo5XIavDlFq5adni0f5vue1c2WimPTFjg0akrs/l1kx0TpRGZl\nokoZX3MHR3wHDCUn9h6xe/8xtDoCpfDgpiplwZj2e/NTHhC9axs2foG4vthWK1nuLVTR2wnntY8M\nBRCJxQQMG4W8sIC7m//QiUwB3ZOTXEBmTB7uIQ5Gs99bnJNN5F/rsHT3pFbvAVrJUqcE6mrfVyQS\nqVa/SmW19OpUKeMLUH/0JABCfxbSjowVY3Q5R2xYg6KoSBUIosXqAMA5yAYTS4nOVr4AdQYNR2xq\nyp3fV1XbABVjJ+GcOo7BeFLn7v2zFVleLv5DXkdsol1WgZWLOXa+VsSfTUUh180z6PNyPyycXYn4\n8/dqF6tT5YyvjV8AHh268uDiWdJCrxtaHYGnoJ45q91YhkYhk3F73SqkVtb4DhiqtTyxVIxbM3tS\nb2eTn655MfpHMbd3wLv7K2RG3uH+uVM6kSmgW9STLfcQ45lUhm9YAyIRfoNe04k8j5aOFGXLSAnN\n1Ik8iakpgSPGUJydRUQ168+ukfEtLi7mvffeY9iwYQwcOJCDBw/qWi+t8B/yBgCRQuCV0aFUKok/\nk4q1qzk2PpaGVgeAuIN7yEuIw7ffq5jW0M1enbpwiC6KEqgJGD4KgDvrVulMpoDuSLiQhlgqwrWx\nnaFVASD9digpl8/j0a4zVu6eOpGp3iqKO6s7r07A8FGIzcy4teanauXV0cj47tixA1tbW9avX8/P\nP//MZ599pmu9tMKjYzfM7B24u+1P5EW6WXkI6Ib0uznkpRTi0dJBa/eurrj9MNBK0/Sip6EOukrQ\noevZ5YXW2NQJIHr3dgrSdCdXQHuK8+UkX8vAuaEtJhYSQ6sDQMTG3wDwe7gY0QUlQVendRN0BapY\nHZ/ur5AdFcmDi+d0JtfY0cj4du/enSlTVCUdlUolEolxPGxqJKam+PZ7lcK0VOIP7TW0OgKPoM7v\n9XzBOFzOWXfDSTxxGJeWbbANqKczue7N7UGku4hnUAWo+A8fiaKoiMhq5qIzdpKvqorGeBhJqVR5\nYSF3t2zA3MERz07ddSbXxscSazdz4s6k6nSVWmfgMAAiN6/XmUxjR6rJRVZWVgDk5OTw9ttv8847\nz0/ctrOzRCrVrZF2cqpR6rGQcW8S9ssyYrZvoNmIYTodV9886z4rGylXsgAI7un9xH0Z4j5vL90M\nQPMJk3Q7vhO4BduRdDkDOxtLpKb/PvvajNNi3DgufzGHyI2/0m7mh4jExhu2UZWe22fh5FSDGzfv\nAVC3s6dR3PftzbspTE+j+TvTcfXQzR60+r7qtHPl6oZ7iDLAKUA39+rQtzdn3D2I2bmFHkt+wMTC\nQidyNUFfn59GxhcgMTGRSZMmMWzYMHr37v3c89PTdds+ysmpBg8ePCM6zrU29g0aE7V3FzE3I8pV\nIN+YeO59VjIijyRhVtMEiYvksfsyxH0qFQpurF+LiXUNbFp21Pn4zk1tSbyWTuihONyaqVZE2t+n\nCT69+nN38x9c374TtzbtdaKrrqlqz21pqO/zzuFEAGoEWhjFfV9coeoY5NF7iE70efTzdGxsAxvg\n+u5ogu1qaS1bjU+fwdz8cTGX/9hIbS3TojRF18/tswy5RtPmlJQURo0axXvvvcfAgQM1Vqyi8Rs0\nHKVczt2tGw2tigCqPMiMe7m4t7A3ijzI++dPkxsfi3ePPkjNdT/T1nWxDTUBQ0cCEPHnWp3KFdAM\npVJJwvlUanpbYu1quBWbmuyYeyQeP4xzSCts/AJ0Lt+jAoIJAeoMUHko726qHq5njYzv8uXLycrK\nYtmyZYwYMYIRI0ZQYIStoWr1GYjY1JTITeuqVRSdsZJwXr3faxypGOpJmW+/VytEvjrfM/6cbl9S\nTs1fwNqrFrH7d1X7huTGQFpEDgXpxXgYSYqROsvDf8jrFSLfsV5NTCwlJF7UbbU1W/9AHBo1JeHY\nQfKSk3Qq2xjRyPjOmjWLkydPsnbt2pJ/5ubGUyZQjbmdA16de5JxJ4zUa5cMrU61R/1ldWtu+KAU\neUEB93ZuxdLVHZeWbSpkjJpelli7mhN/TrfBKSKRiNp9BiLLyyX2wG6dyRXQDPWk0hiKaygVCiL+\nWodJjZp49+xbIWOIpWJcm9iRciuLwqxincquM2AYSoWCqG1/6lSuMWK80Ro6os6g4QBE/Cnk/Bqa\nxItpiMTg2sjweZBxh/ZSnJVJ7b6DEVdQtL5IJMK9harJQuY93TRZUFO7z2AAoqpxP1RjQe3ZMIbi\nGvfPnyYvMR6fHn0wsbSqsHHcmtmDUtUaVJfUemUAYhMTIjevr/LeyipvfN3bdsLC2ZV7OzYjN0LX\neHVBXqwg6WoGjvVsMLXWOM5PZ9zdVrEuZzUV5Xq2DaiLXf1gEo7spzBDt7IFykfC+VRMraU41jN8\nM4V7f6ui92u9UrEBS+4PvVcJF3X77JnbOeDZqQcZt0NJu3FVp7KNjSpvfMVSKb79h1CUlUH8kf2G\nVqfakhKWhSxfjnszw696CzPSiD+0F7t6DbCrG1ShY1VU0BWoelgriouJ3r1D57IFykZuagFp4Tm4\nNbNHLDFsEKFCJiN61zbMHRxxbaVdc5Dn4dZU9T3WddAVVJ+c3ypvfAFq9eoHwL2dW0nNS+N49Gn+\nvLGVM3HnScnT7X6cwNNRf0mNYb83euc2FMXF1O5bsateAKcgG6SWEuLP6974qrvURG37kxvJoZyK\nPcvZuAucj7/M5cRrZBUaPuWlqhPzsNKTMez3Jp05TkFqCt49+iCWVqx3ycrZHBtvSxIvpun8/enR\nvgvmDo5Ebf+L7NxMQh/cZnf4AbaG/UNE2l0USoVOxzMUhvf/VTByhZwDRJHnYMWd3VsY6n4MmfTx\nGaqduS2Bjn681vBV+tXrhVRc5f8seifxoXtKne9qSCK3bICHQUsVjcREjFsTO2JPplCQWQROupEr\nV8i5oUwiL8CTpDMneGtZLzKtH9+7NpWY0LF2O/rV60XXOh2xNDF8GkxV497J+4Bx7Pfe26FyOdd+\nRT/pn27N7bm1JY6MqFzsfK11JjcsPYJ7Qc64Hgulx4fBhHuZPXbc2tSKhi5BhHg0Y0yTEThb6+hL\npWeqrJVRKBXsuL2br09+T3jaXXr4KOl4ScHgAn8cO3XGs6YbMZlxhKfdJSL1LufiL3Em7gJfn1rC\nlJbjGVS/LyYS7VpwCfxL4sU0zGxMsK+juy+pJmTHRPHgwhlcW7fHys1DL2O6NbMn9mQKyVcy8PLT\n7iWtVCrZcXs3sw/PJzEnmVZuefS/A69n+WHSpSdypQK5Qk6RvIjj0afZE3GAPREHsDSxZEiDAXzU\ndhrWpob9DKoS0aceIBKDm4G3U+RFRcTs2YGFixvOIa30Mqb7Q+ObcD5Na+OrVCo5E3eeJWdXcDDq\nKL4ORUwAuiXZ0qpXH2rZeiMVS7meHMrV5Oucjj3PqdhzrLj4K+Obj2RSyBhqmBm+slh5qJLG91Ts\nWT46OI/QB7eQiCQMbziY0W3acXHIQPqludK27btPXBObGc+Ssz/xx41NTN0zk29O/cDXXT+jfe2X\nDHAHVYv8tELS7+ZSq4OzwYtr3Pt7CwC+fQfrbUz1/ljipXTQYlGSnHOfDw7MYVf4fsylZgxvOJie\nnVuRePJ1moQX8nKbJ8u83koJZ2vY32wO+5tVl9ey/+5hvuu+kNbeL2iuiAAACpmCuPMpOATWxKyG\nYSfqiccPUZSZQb2Bw/RWclTtxUq4mEbQq94ay0nJS2XSzukcuXcCgFaeIUzuO4a042MJjMhhYMfZ\nT7jRc4py2By6g69PLWXx6WX8duUP3mk1kdFNRiARG1evgdKocnu+a66sZ+DGNwh7cJtB9ftycvRe\nvun2OfVbdqGGT23iDuxBVpD/xHVeNh582fVTzo49yOimI0jOvc/QzWNYfl5oXq4tiZce5vcagcs5\nZvcORFIpXt1e1tuY/xpfzYJTlEolf97YStvVPdkVvp9WniEc/t8/fNPtczo36YX7Sx1JvX6ZzMjw\nJ66t6+jPhy9N4+SoPbz9wnjisxLov/E1Zh2aR17xk98DgbKTciub4ny5wVe9APf+UU0qa/Xqr7cx\nnYNskJqLSdQi6OpK0nW6/taPI/dO0M6nNf8M28i2oevp7N8R7+6vUJCa8tT+1dam1rzReBhnxhzg\ngzZTKZIX8/Ghz3lj2wRyi3Sb1ldRVBnjK1PImHnwU2bsn42teU22D13P0pe/oradD6DKufR5uR+y\nvFziD5ce9exew435nT5h65B1OFk6MvvIAt7e/T4FskJ93UqVQx1s5W7gYKucuBhSr1/G9cW2mNno\n74Vp7WpBDXcLEi+ml3sip1QqmX14AW/tnkGxXMbCznPYMuR3fB+pqVu7zyAAoraXXpjATGrGR23f\n5Z9hG/Gz92XlxTX0+H0g93N11xquuqGeTLk1NexzLSvIJ3bfTqw8vXFsEqK3cSWmYlwa2vIgNJOi\nXFm5r//j+iZeWT+EhOwkPmgzlQ2DVhHi0bTkuM/DIiHRu7aVKsPK1JKprSZyduxB2tdqw/7Iw7zy\nx1ASshPLf0N6pkoY36zCbF7bPI5fLq0l0NGfPSO28IJn8yfO83lZFfUcvXPLc2U2d2/Cvte30MSt\nIX/e3EqfP4aRnHNf57pXB9SVrVybGHaFELNHlZLj0/0VvY/t2tSOvJRCMmLKPitXKBV8eGAuP11c\nTYBDHY6M/IeRTYYjFj3+tfXq+jJiMzNiypBy1My9MQde384bjYZyK+UOAza+xv2cB+W+H4F/C0y4\nGfi5jj+8n+KcbGr1HqD3HtluzexRKiD5akaZr1EqlXx08DPe2fMh5lJz1g1YydRWE594rl1eaI2Z\nvQPRe3agkMufKdPB0p7f+6/g9UZDuHE/jB6/D+J68k2N7klfVHrjm1OUw4CNIzh87zidfduxc9hG\nvG08n3qufVBDlev54N4y1cR1tXZh25D1DA7qx5Wkawz6639kFmTp+haqNEqFksRLadj7WWNhZ2pQ\nXWL2/A0iEV5de+l9bLXrOeZs2VaacoWc6fs+ZvWVddR3qsuWV9eV+lybWFnj/lJHMu6EkRUV8VzZ\nFibmfNFlLhOaj+ZOaiT9N74mTCw1IPFSOqZWUhzqGra4hiFczmrUqYMJF8qeSjfv2Nf8fOk36joG\nsG/EFjr5tnvqeWKpFO9uvSl4cJ8HF848V66JxIQvu3zK7Hbvk5xzn1f+GMbp2HNl1kvfVGrjK1PI\nGLtjCteSbzI0eCC/9fvpmRFvIpEIn179n+t6fhRzqRnf9/iCMU1f53ZKOP/bNkFwQZeD1PBsirJl\nBt/vzb+fzP0LZ3AOaYWFk7Pex1e7JmPLYHxlChlTdn/Aumt/0tAliM2v/oaT1bOjpNUTipi9O8uk\nj0gkYnb795kUMobwtLv02/AaSTnJZbpWAIpyikm5lYVHMweDFtcozssl7sBuavr6YR/UUO/juz/8\nXideKFuZyeUXVrP03Ar87H3Z8upaaj3cFiwNn559gGe7nh9FJBIxscUYfumzhCJ5Ef/bNpGItLtl\nulbfVFrjq1QqeX//HA5FHaNT7XZ83fWzMkW5/buPsLXMY4lEIj7tMJPeAd05FXuOt3a9V2USvSsa\nY8nvjdn3DyiV+PTQv8sZwKWhLSIxxJ57vvGdc2Qhf4Vuo6lbIzYN/g17i+e7Nb0690AkFhO79+8y\n6yQSifi43QwmtxhHZHoU/TeMEDw7ZSTpagYowfsFR4PqkXj8MPKCfLx79NG7yxmghrsqniHhwvOL\nbWwK3c7sw/NxtXZhw8BVOFg+/53g2qotprZ2RO/egVJR9nfuywHd+LrrZ2QUZDJ881hS84yvBGul\nNb4LDy/h92sbCXauz4pXvi1zYQz7oIbUqOWrinouRzs2iVjC0pe/pqVnc3bc3s0nh+cLUdBlQL3f\na+iykur9Xq9uvQ0yvqm1FMe6NYm/mIq8uPSXyObQHay8uIZABz/+HLQaG/OyuTTNHRxxbvEiDy6d\nK1c7NpFIxKy20xnffBSR6VFMFiaWZSLpYQS/ZwvDGt/Yff8A4N1Vf9H7/8WtmSqeITOm9Pfp4ajj\nTNn9ATXNavDHwF/wsilbjr3YxATvrr3IT07kwcXyuZCHBg/knZYTuJcRw/+2TTQ6j2WlNL5bwv7m\noz3z8azpzu8DVpSraEBJ1HN+HglHD5ZrXHOpGWv6LSfQ0Z+VF9fw86Xfyqt6tSPhQhpSS4lBi84X\nZqSRdPo4Do2aYu3hZTA9XJvaUZwvJ+XW01eXN+/f4t29H2FtasWqvj+Uu2iAdzeV6zl2f9lcz2pE\nIhGftJvBS94vsi/yEEvOrijX9dURdfqcIVe+CpmMuIN7sHB2xaFh0+dfUEGovVqJpTRZiEyLYtT2\nyUhEYn7rt5z6ToHlkl/iet5dNtfzo7zf5h361n2Zc/EXmbL7faOaWFZK47vy4hpszGuybsDPuFq7\nlPt69Swx9sCucl9ra27DHwN+wdnKiblHvjD6iDpDot4Xc21sh1hquEct7sBulDIZ3gaIcn4U9b7v\n05qQZxRkMnLbRPJlBSzp+RV+9r7llv/vvm/ZXc9qJGIJy3t/g3sNVxaeWMyx6CdzKwX+JelyOlbO\nZth4WhpMhwcXz1KYnoZXl556K6zxNEr2fZ/yXBfJi5jwzzTyivNY3H0BrbxalFu+a+v2mNa0JXrX\n9nK5ngHEIjHf9fiCEPembLu1k6XnVpZ7/IqiUhrfn3p/y5WpB6nr6K/R9Q4Nm2Lh7ErcwT3PDWF/\nGh413fi+xxcUK4ofPlhCsYKnkXRZtS+mjvQ1FOquPz7dDeNyVqP+OyRdfnyFoFAqmLTzXaIzY3mn\n5QR6+nfRSL61pzf2DRqTdOoYRZllT/1Q42jpwMpXvkcikjD+73cqRa6kIchJyic7IR+3pvYG2WdV\nE7NX5XL2MqDLGcA52AaRRPTU3r5fnPiWq8k3GNKgPwPqazb5lZia4tmlB3mJ8aTeuFLu682lZvza\nbxmu1i58eeI7biSHaqSHrqmUxtfbxhMfO83dhyKxGM/OPShMSyXl0nmNZHSo/RJjm71BeNpd5h5Z\nqLEuVZnEy+oiBIYzvsU52SQcP4RtYH1q+mo2WdMVDoE1MbWSlrgs1fxwbiUH7h6lQ62XmNF6ilZj\neHfrhVImI+7QXo2ub+7ehE87zCQ1P50x29+mWF6slT5VEfXn52rA51qpVBK7fycm1jUqvH3g8zCx\nlOIYWIP7NzJQyP5dmR69d5Kl51ZS29aHzzt9rNUYXp17AhC3v/zeSlBNLL/tvoBiRTETd003iv3f\nSml8dYFX5x6AZq5nNbPavkddxwB+vbKevRHl2z+uDiRdVq2+DFlcI+7wPhSFhXgbKMr5UcQSEZ7N\nHUi9k01htsqohadG8tXJ73G2cmJZr0Va16X16qZ2Pf+jsYyRTYbTv15vLiZeYdn5X7TSpypiDMU1\nMm6HkhNzD/d2nZGYmT3/ggrGtYkdsgIFKbdUbSxT8lJ5a9cMpGIpP/b6RutmHu5tOyI2NSX2wB6N\nZXSo/RIjGw/ndko4C48v1kofXVBtja9r63ZILSw1nkmByp3xY69vMJOYMnXPh0KloP+QdCUdSycz\nargbrpWd+vP1NlCU83/xesERlJB8JQOFUsG0vR9RKC/ii85zypRS9DxsA+pRo5YvCUcPPLWGeVkQ\niUQs6DwbJ0tHFp1aQmRalNZ6VSVKVr4GNL6x+1RBdYZ2OatxbfxwS+WKqoTq1D0zSc69z4dtptLE\nTfv8YxPrGri0bEN66DVyE+I0lvNxuxn42tVi+YVVnIw5q7Ve2lBtja/U3AK3th3JjLxD1t0nC9KX\nlfpOgXzcbgap+elM2/eRkH70kNz7BWTH5+Pa2NZg+2IKmYz4I/uxdPfErl4Dg+jwX9TRsYmX0vj1\n8nrOxV/klcAe9AzoqhP5IpEI7269keXlknjiiMZybM1tWND5EwrlRUzfN8uookQNiVKhJOlyOvb+\n1pjVNFwno9j9OxFJpXh20M1zoy3qiUjS5XS2hP3NvshDtPFuxcQWY3Q2Ronr+aDmq18rU0uW9vwK\nsUjM27tnkFWYrSv1yk21Nb7w74epjSsDYEzT12nt3ZL9kYfZG3lIF6pVepIe1npVz4gNwYNL5yjK\nzMCzYzeDBsY8ijov9O7ZBOYd+xpbcxs+7/SJTsdQpxzF7Cl/1POj9AroTne/zpyKPcfv10pv2lCd\nSA3PpihHZtBmCrmJ8aReu4zLC20wtbE1mB6P4livJhIzMfGXU5lzZCHmUjO+6fb5E/WatcGzU3dA\nlb2gDc3cGzOl5XjishL49MgXulBNI6q18fXo2A1EIuK02PcF1WpjYefZSMVSZh2aR35xgY40rLyo\n91sjkBoAACAASURBVMUMut/7cIas/tIaA7aeVli7mnPvXBK5Rbl81uEjnK10myvq2CQEcydn4g/v\nLXdqxqOon+saptZ8euQLofwkxvFcx6q3UozE5QwgMRHj3MCGlLAsUjPTmdJyAj62us2pt/b0xq5e\nAxJPHaU4N0crWdNaTSLQ0Z/fr/3J1aQbOtKwfFRr42vh6IRT0xbcP3+agvSyFwZ/GgEOfrzZ7H/E\nZsax5OxPOtKw8pJ05eFLyoAr37iDe5CYW+D6omGjQf+L3L8Akyxzutp2YVBQX53LF4nFeLTvQkHK\nA1KvXdJKllsNVz5pN4Psohw+PDBXRxpWXtS5rIbs4asuouLZpafBdHgaJgFKRHIRTfKbMSlEd+7m\nR/Hs1B1FURGJxw9rJcdEYsLnHT9GiZKZBz81yHZhtTa+AF5deqJUKIg/vE9rWdNenISrtQtLz60g\nKj1aB9pVTpRKJUlX0qnpZYmlo2EiMbNjosgMv4Vbm/ZIzQ0X8PVfcgpzOWF6DICJdhMqzB3u2aEb\ngMYpR4/yWqNXaeUZwq7w/eyP1O6lV9lJupyOxEyMUz0bg4xflJVJ8unj2Ac1Mmi1tv+iUCrYI1K5\ng1+3eh0zacV87z1LslS0cz0DvOTTit4B3bmQcJlNodu1lldeqr3x9SzJH9P+w7Q2tWZuhw8plBcx\n69Bn1Tb4Kisun/yUIlwaGW4/Ku6gyugYk8sZ4KujPxBpfxsAWXjFff3cXuqASCol/pD2k0qxSMyC\nznMQi8R8evQLZIryN06vCsgK5DwIzcS5gQ0SU8O8OhOPH0ZRXIxnlx4GGb80NtzYzGnzkwDUiKm4\n/XDHRs1UWyqHNCuQ9F9mt/8AC6k5nx79kmw9B19Ve+Nr4xdAjVq+xB89gLxQ+8TrPoE9aePdigN3\nj1bb4KtkY3A5H3q439uxm8F0+C8J2Yl8ffRHFLVVz1nylfJXoSorpjVtcAl5kdTrl8vVaKE06jkF\nMCx4EHdSI1lXTYOvHoRmopApDZ63Dsb1XKfnZzDv6FcUuOQitZaUbDlVBCKxGM+O3SlITSH1ygWt\n5XnZePDWC+O4n/uAb07/oAMNy061N74ikQivzj2R5eaQdOa4TuQt6PwJUrGUjw/No0hepAMtKxfq\nL5+hihAU52STfOYE9kGNsHR1N4gOT2PB8cXkF+fzbrcJ2PhYkXQ1vUK9Ix4PX9DxR8rWu/p5vN96\nCpYmlnx58nu9rxKMgaSHkyWXhobx6CgVChKO7MfcwRGH4CYG0eFpfH92Oan56UxvPQm3RnakReSU\nFJGpCEpcz1qkHD3KxJCxeNl4suLiGm7d1zzttLxUe+ML/7omdbHvC6rgqzcaDyUmM47fr1a/VULJ\nS8pAbufEE0dQFBXh2cl4VgdXk27w582tNHZvwOCgfrg2tqUgvfiZbdi0Rb06itfBvi+As7UTb7UY\nS0peKkuMqEC9vki+aliPTlrodfIfJOPerrNBGyk8SkJ2Ir9cWotHDTdGN31d9bdRQvLVivPquLVp\nj9jMTOuUIzUWJuZ82mEmMoWM70/+rBOZZcE4PkED49S8JVIra52tEADeaTkRSxNLvjn9A7lFFfeC\nNTaUClWwlb2f4YoQGFuKkVKpZM6RBQB83WsOErGkZGJSkS+pmnX8sfauReKJw8iLdOOBGR8yGldr\nF366sIr4rOrVeCHpSgZSSwn2/uVr9agr1IsDDyMprAHw1cklFMqLmNFmCuZSs8eKbVQUJpZWuL3Y\njozboWTH3NOJzB5+nVncfT7jXhihE3llQTC+qLpmuLVpT3ZUJNnRd3Ui09nKkfHNR/IgL4WVl9bo\nRGZlIP1uDkXZMlwaGWZ1oFQoiDu8F3NHJ4P2OH2U3REHOBV7jq51OtLRrw3weDm+ikIkEuHZsRvF\nOdncP39aJzItTSz48KWpFMgKWXjC8PVx9UVxnozU21m4BNsilhimYEv84X2IxGLc23Y0yPj/JTw1\nkg03NhPo4Meg+qqUOdfGqkllRT7X8O/EOuHoAZ3IE4lEDAseRGN3/VXC08r4Xr16lREj9DdTqEg8\n2qvauMUf1t3qd0LIaOzMbfnh3ErS8ytuhWNMqF3Ork0M43JOvX6Zggf/Z++sw6O6tjb+G4m7G04C\nJIQIwV2Le4EgxYK0pXLrciv3tre37l6sOAQp1lIcgltIQggWIECIu8vMnO+PyYS0hOg5Z4Dvvs/D\nP8ycvc7J3nPW3mu9611pePUf8kCE5rQ6Lf+N+AyVQsU7fV+t/H9D3lDKky9UyfuKFHoGmOg3Fn9X\nX8Iv/Pb/pp91+oVcBN1d5yI3SrIzyTh3GueOXTCzN566VlV8ePgLdIKO13u/WNkQxLapJRZOppXv\nAang2XcQIB6fwRho8Ntp0aJFvPXWW5SKwBB+EFDpfEWcTFszG57v9iR5pfl8d+oX0cZ9kGFscY0H\nLeS85dLvXM26zmT/8fg4ta78fzNbExxaW5ManYOgk4505d61l76ByAHxnK9KqeLtPq8A8Nmx70Qb\n90GGQS7VWBGd5Ij9CDrdA6PlHJkcze9XdxPiEcQw70GV/69QKHAPciDvdhFFGdL5BptmLbBt7UPK\nsQhRqlSMgQY732bNmvHtt9+KeS9GhZVnE+zb+JJy/HCDu8FUh1lB0/CwdmNx5Ir/F/J8KeeyUagU\nuPobR4TgzsE9KNRqPHr1M4r9qtDqtHxx/HvUSjX/6PbUPZ+7B9pTmldOTkKhZPegMjfHvVc/8q5d\nFS2lAtC3RS+6eIXwZ/ze/xenX8Om0lgkwgcp3ysIAv+J+AyAt/q+fI9QjBwpFdAfmDRFhaKlVOSG\nuqEXDhkyhMTEurd2cnCwRK1uXK/Sv8PFRVzig/fwEZz56jNKLkbS8jGxTk42/HvIq8zf9BI/nPuF\nH8d/Uu8RxH5OqaDV6EiPzcXd3x7P5vU/ITT2OYvS08mMOUeTXn3wauXVqLHEwOrITcRnXSesyzQ6\n+fhV/r/hOVv3cufi5kSKrpfQpquHZPfhO3oMiXv+IOfUIVp1ChRt3P8Mf43HFk3i27M/8dvMX+/5\n/GFZt3VBRmweptZq2nTzQKn8q7OR+jl1Wi3Jh/dh5e5Bm749jNYkxPCce64c4uitEwxrO4AxHQfd\n8722/Tw5/vkl8q4U4TJFur+N3+jRXFzyA9mnIwgYJ17LULnWbYOdb32RnS0u49fFxYb0dHFrDR26\n9AU+I27rVqyDe4o27ogWw2nt8B1LTq1hXsAcmtrV3TFI8ZxSIS02l/JiLc4dbOt9z2I85/Ut20AQ\ncOnR3+h/M41Ow792fYZaqebJoLmV91P1Oa299bKXVyKS8RokbnOFqrDtrNe2vrRtK00nzhZt3AC7\nILp4hbD1wp/sjz1BB7f2lZ89TOu2NpQVaEi7mEuT7s5kZv5V0F+O50w/d5rijAy8J88gI6NxDQUa\niqrP+e6fnwLwYtfnqn12i5Z6acnrx1Il/duYt+uIytyC+D9+x+8FcTqDiT2fNTly4zNSHiC4du4u\neskRUBl21Og0/HBavjoyuVFZB2mkvJiB+ejV997duNz47eIOrmXfYIr/BJrZNan2O67+9qC4+3eT\nClYeXjj4+pN68iiaYvE2wQqFgpd7PAs82rnftNgcEPRpAmPgQQo5H799ihOJZxjUqh8BVTZbVWHl\nao61h7nkZEKVuTnu3XqRc+UihUl1j8I+KPif860ClakpHj37ilpyZMA435E0s2vC6phwUgvSRB37\nQUElKcUIjFBBpyPp8H4sXNxw8Osgu/2q0Og0fH7sO0yUJjxfTa7XAFNrNU5tbEiNyUWnlVYH3LPP\nQHSlpaSeOCLquH2a93jkc7+VDH4jkQgfJB7Dl8d/APQ6BjXBLdCewtQSClKlba/qaSDKilRyJCca\n5XybNGlCePijpeAkRckR6FtYPdtlPqXaMn46s1TUsR8UpMbkoDRR4NzOVnbbWXHnKUlPw6PPAKPl\nxAzYHLedGzk3mdJhQq0pBrdAe8oLNWRfkzZ06dlnIABJEftEHff/w+k3Ndp4im3FGelkRkfi1rkH\npjby/66qIjI5mkM3j9KrWXc6e9Usb+kWoN+oSB3V8eqnj3IlHfx/5nwfRXhKUHJkwGT/8bhbu/Fr\n1FqyiqVdlHJDW64j/UIuLr52qM3EJdbVBQ9KyFmr0/LliR9qPfUaYDhNSR2ic+3cHbWFJUmHxHW+\n8NfTb8wjePpNjc7GzNYE+5ZWsttOitCva8N7yZj46sSPALzQveZTLyCLghuAbUtvbJq3JPnoQXTl\n0ulJS4H/Od+/wdqrKXY+7Ug5fhhtibghEzO1GU91DqOovIjFZ1eIOraxkXk5H22pzmilGEmH9oJC\ngUdv46r/7Ly6h+vZCUzyH0cT29qbOhjyiClS58fMzHDr3pvca1couHNb1LH1p99nAPj25KNVz16a\nX05WfAFugfZGiagkR+g7o3n1HSi77aqITrrArvh9dPbsSM+mXWv9vrtBRCZGenEhz36DKc/PIz3y\nlOS2xMT/nG818Oo3GG1JMSknxc2PATwRMBknCwcWR654pDrDpMboT/KuHeR3vmX5eaSdPYlzYEfM\nHZ1kt2+AIAh8e2oRChQs7Dy3Tte4tLdDoVJUtmGUElKFngH6NO9JgFt7dlz5k4Tsm6KPbywYnIcx\nNpVVeQz27aonN8mFD/d/DehPvXXZhFi5mWPtLj3pCu5Gux42tav/Od9qYMj7JkkwmVamlszvNJvc\n0jyWRa0RfXxjwZh5sZRjEQgaTaXknLFw9PZJolJiGO4zmNaOLet0jYmlGue2NqTG5qLT6CS9P8Pp\nSYrQs0KhYGGXeegEHT8+QpyGVCOSrbIvxlKSkW50HsPVzGtsOL+dALf2DGjZp87XuQXaU5BSQqHE\npCu37r1Rmplx5yHL+8pW5/swwbVzd1TmFiQdPlDva3U6gcvXMzkdncSN29mkZxWRUfGvrFyLtZUp\nlja2qJuY83nEz9indKZz+2b4tHBErX5490KpMTko1QpcfOUnhRjyvZ59jOt8v6sIuS7sMq9e17kF\nOZAel0fmlXxc/KRTBrNp6Y11k+b6/JhGg1Jd95+/RqPj4rUMriVkce1WNtduZpOYnIdGq0PQgYAA\n6LD0c2Rl1Ab8NSNo5eJBoJ8b1pamkj2T1EiJNp6ylSFCYYhYGAvfn16MIAj8o9tT9doEuAXYc21X\nCikxObQe7C7Z/ZlYWuHWpQfJhw9QlJqCpVvdbQmCQHJaAZGxKVy4ksbUcQE0dX/ERDYeJqjMzHDv\n1os7B/dQmHwHK4+aGavJafls/vMSh0/d4kxMMnkF92qNWlqYYGaq4mpCFlqtAAG+aNqf4+VV38M1\nPyzM1QT6ujFyYBtGD26Du4u1VI8nOnQaPdnKuZ0tanN5yVaCIHDn0F5Mbe1xDgqR1XZVxKbGcSDh\nMD2adiHEM6he17oH2hO75iapMTmSOl+FQoFn34FcWb2UjKizuHaqOXeXkV3E/qMJ7D1ynQPHE8jN\n/+u6VihArVKiUChQKhVotTrKS/1QdDrCS+s+h/NdMDVR0TXIi37dmzOgR0v8fJyNzkavD1KjcjB3\nMMGumaXstpMq8r0evfrLbtuAtIJ0NsVtxce5FcN86kf6qkq6ktL5gj5amXz4AEkR+/CeOK3G7xYV\nl7M74hrb9l7hdHQSqRl35V21OnhzoXgCSzXhf873PvDoM4A7B/eQfPgA3pOm3/N5YXE5f+y/Svjv\ncUScvIlQUabZsqk9w/p70znAE19vZ1ycLHFxssLKQt/bVhAEiks0XE+/w5Dw4dj3uMog/8eJjkvn\nVHQSJ87d4e3PD9A1yItxQ9vx9Mwucj52g5B5OR9NiXHIVnnXrlKYeIvmI8bV6yQnNr47rW8u/0yX\n+fW+1q0KOcU/tLmo9/V3ePbRO9+kiL3VOl+tVse+ozdYvO4ch6qs6ybuNowa1IZ2rZ3xbu5Aq+YO\nNHG3/Uu0RhAEElIyeGz9MDSBV5gWNIcTp9M4fPoWh0/f4v1vDtO2lROzJgYyaYQfNtZmkj5rY1GS\nW0ZOQiHN+7rKvmEoLyok7cxxHP2DsHB2kdV2VSw5t5IybTkv9F6AUlG/yJyhCYWBDyIlDNGB5MP7\nq3W+Op3AgeMJbPzjIjsPxlNUrGdGu7tYM7y/Nx393Qnyc2fMUF/R1Rjvh/853/vAs3dFfuzwvr84\n39z8En5ZE8nPqyMrT7idAz2ZNMKPof28cXOuuRxBoVBgaWGCf7MWPN5+NOtiNzF8milfe88gLbOQ\n7XuvsG3PFU6cS+TEuTt8/OMx5kwKYm5oMI72FtI9cCOQYiClBBgjNFcRcjZivvdmzm22XdqJn0u7\neuXEDHD205Ou0mRghrr36INCpSLp0F6CXvxn5f/n5Zeyeut5loZHcTMxF9Cv62H9vBnUqyVtWznV\n6oAUCgUtPVx4sstMPjn6Dc0GJPOfF2aRllnIoRM32R1xjT8OxPPGx/v5z7eHmTjCjwVTO9K6+YPR\nIu/vSIvR/x2MsalMPXEEXVmZUXv3FpYV8WvUGpwsHJgRMpHCXG29rrd2M8fKTR7SlZ1POyzcPEg+\ncgBBp6tsJ6rR6Niy+zJfLz3J5euZADTzsmPC0HaMG9qOdq3/Kusqdv+BmvA/53sf2Pm0xdLdk+TD\n+snMKyzj59WR/LJG73Sd7C14cW43Jo30o1WzhpExnuw0h3Wxm/jx9BKGeA/E1cmKsMnBhE0OJjkt\nn9VbYlmy/hyf/XKcH1ae4YnxAfxjThecHOQPgdUEY5KtDCQLY76kfjqzDK2gZWGXuQ06IZlYqPRK\nV7F6pSspm7Wb2trh0rELaWdOUJKdidLanuUbo/l80XGyckowN1Mzbaw/YaHB+LdxbZCN2cHT+e7U\nIn4+s4zZQdNwdbJi4gg/Jo7wIy2zkNW/nWfF5hh+3RDNys0xTB8XwMvzu9e6cZUbqUbdVBo/37su\ndhM5Jbm83ONZLE0tKaT+1RlugfZc351CYVoJVq7mEtylHgqFAs/e/bm2cQ3ZF2OxbevPuu2xfL3s\nFDcTc1GpFEwe1Z5ZjwfS0d/9gUh9PLwMH4mhqKgZLc3O4tevN9Bp5GI+++U4Jmol7zzfh9M75vL6\n0z0b7HgBfF3a0L9Fb44nniYq5fxfPvNwteHl+d25eeIF3n+pH/a2Zvy8+izdxy1j2YYotFppmbH1\nQWp0tp5sJWG+sjpoS0tJPXkUO592teblpUJ2cQ5rYzfSxNaTMW2HN3gct0B7NEVasuKlLz/z7DMQ\nBIHff1pL78d/5Z+fHqBco+ONp3sStXM+X74zpMGOF8DRwoGwLtNIzEti66U//vKZq5MVL8ztxult\nc1n88UhaNtU7/65jlvDxj0cpKCxr7OOJBmM63+SI/agtrXAJqb2mVgpodVp+PrMMc7UZs4JqzqHW\nBDcZ630NNf4n1v3GwKkrefH9PSSnFjDz8UBObAnj238PJaSDxwPheOF/zrdGaL07AbDrl7UIArz9\nXG9O75jLMzM7i8bgfKpzGAA/nl5S7edWlqYsmBbCqW1zef+lfmh1Ol77cB+Dp6/iVPQdUe6hMdBp\ndKTH5eHUVn6yVdqZE2hLio166l0Zs57i8mLmdZyJicqkweMYXlJyhJ5pp3+hH1gWzu3kPOaGBnNq\naxgvzO0mWmrjhd7zUSqU/HRmKYJwr261Wq1k9OC2RITP4tM3B2FtZcrni07Qc8Iy9h4RV1e9oUiN\nycHMzgS75vJGmgru3Cb32hXcu/dGZWocpvjOq3u4mXubiX5jcbFqeO28u0xKVwAm7fXr+tjazVyM\nz2DaWH/O7JjLp28OormXcfqL14T/Od9qUFRczjtfHGT2ojvogJ7WKRzdPJtnZ3URvWyiT/Me+Lm0\nY/vlP7mde39namqiYsG0EI7/NofJo9oTezmdkbPX8fpH+yguMZ6sWuaVfDTFWqOEnJOP6EvBjMUG\nLdeWszRyJVYmVkwNmNiosdw6SH9C0OkEFq+LZMy7kRQqLAhQ3OTwhpn899UBoqcyWjg2Y7jPYM6n\nxXHyzpn7fk+tVlacTObw0rxuZGQVMfW533jmnZ1k5xaLek/1QWl+OdnXCnALkF/ZyqBqZayQsyAI\nfF/Rfe3JznMaNZYcMpOCILBuWyz9w7aTqHKnteY2O34ay5fvDHmgq0YeSuerLdOhlUiQ4GJ8BkNn\nrOanVWdx8vLErJUfDtlXcbSQpuuMQqHgqU5z0ApaFp1dXuv3XZ2s+PbfQ9mxLJS2rZxYGh7F4Gmr\nOH8pVZL7qw1GDc0dPoDSxAS3br1ktw2w48oukgtSmdJhArZmjasNdPG307cXlMj5JiTmMH5BOG9+\ncgBTc1PsQnphXpKNU6l0Hbbmh8wC4Jczv9b6XWtLU157qid7Vk8n0NeN8B1x9J64nD8PxUt2fzUh\nLVZPtnLtIP+J6W6+1zgRndN3IolMjmaI90C8HVs1aixrdwusXM0kW9c5eSXMe30Hz/1rFwICHr37\noxI0eBXfkMSemHgone+mKcdYPEhc9SlBEFi2IYohT6zm0rVMwiYHcSh8Bm2HDUNXXi56K7aqGOs7\nAndrN1bFhJNXR8nJLoFe7F41jXlTgrlyI4uhM9bw7a+n0OmkbU33dxjL+ZZkZZIZG4VLSDdMLOUn\n6giCwM9nl6FAwbyOMxo9nqmVGkcfG9LO5yKIPIfb915hwJSVHDubyLD+3kRsmEXniWMASD6yX1Rb\nVdHFK4RAN392xu/lZk7d9KT9fFzYuXwq/3ymFzm5Jcx4YSvvfHGQ8vL6MW0bC8NJTe7e1DqtluQj\nB7Fu0hyblt6y2jbA0HXtqU6NO/Ua4BZoT35SMYXp9+ofNAbHzybSP3QF2/ZcoUuQJwfWzWDovCnA\n3ejBg4yH0vnqynXcOJxGWaFGlPFy80uY/fI2XvtwHxbmalZ8OYYPXxuIhbkJnhVJ/KTD0k2mqcqU\nsI5PUFheyNrzG+t8nYW5CR+8MoB1303Awd6C9785zNTnNpOTJ62cW1WkRuegUClwaS/vCSH56EEQ\nBDx7GyfkfCYpinPJMQzxHkgLB3Fqc90D7Ckr0JB9o0CU8crLtbz9+UHCXt2OTqvju/eG8etno3Fz\ntsKj4u/WEBW3ukKhUDA/ZBY6QceSyJV1vk6tVvL8nK7sWT0d7xYO/LTqLOMWhJOcJp8WuiH37hog\n77rOjD5LWV6O0SQlb+feYWf8Xjq4+tGtSWdRxqxsLyhSva9OJ/D5ouOMnb+elPQCXn2yB1t+mUwz\nTztcO3WrUCf8n/OVBG6B9gg6gYy43EaPFZ+gPzX+cSCeHiFN9Lunvnd3nC4du6C2tJJ8JzU9YBLm\najOWRK5Eq6vfLn9AjxYcXD+DAT1asP9YAo9NX82laxkS3eld6LQCaRdycWpjg4mFvGSr5Aqn4WEk\n5/vL2WXA3dCqGHANEC8/lpyWz7gF4fy8+iw+LRzZtWo6k0b6Vb7Qrb2aYtvKm9QTR9CWSccwHt1u\nGK5WLqw+H17vRiK+3s7sXjmdcUPacioqiQGhKzl4IkGaG/0bUmJyMLVW49BS3pyhYV17Gqk7169R\nq9EJOuaFzBTN+VfmfaMav64LisoIe3U7H/94DC83G7YtDuXl+d0rxV5U5ua4de1JzuU4ilJTGm1P\nSjyUzte1kpzSOOe7/1gCQ2es4drNbJ6Z2ZlNP03E0+2vuTuVmRlu3XpJ0oqtKhwtHJjgN4abubfZ\ne/1gva93drBk9dfjeH52FxIScxg2cw079l0V/0arIOtqPpoi+clWgiCQdHg/pnb2OPrXT8pRDNzO\nvcOOK7vwd/WlR1PxFMgqX1KNzI9FxiYzaNoqTkUlMfaxtuxaOY22re5lrHr06o+mqJCMc6cbZa8m\nmKpMmR08jYKyQtbFbq739dZWpvz03xF8+NoA8gpKCX1mM4vXRUpwp3dRVqgh62o+rh3sUCjlPX0m\nHTmAQqnEvWf9xVoai8KyIlbFhONk6ciYdiNEG1cs0lVCYg4jZq3l9/1X6dmpKbtXT6dz4L1tOw0b\nFylTKmLgoXS+lbVj5xs2mYIg8OOqM0x9bjOlZRq+f38Y7zzfB5Wq+j+HgfiQLGGIDiAs+AkAFkc2\nrNevSqXkn8/2ZvHHIxF0AnNe2cZnvxyvttRDDBhLXCPvejxFSYl49OqPUiXviRtg6bmV6AQd80Nm\niRoadPXXhzgb43y377vC2HnhZGYX85+X+/PzhyOwtqqeoe8hQ0oFYEZgKGYqUxZHrqh3VAf04euw\nycFsWxKKk4MFb35ygDc+3odGItJlemwuCPLzGMoL8kmPPIVTQDBmdvJ3Udp0cRs5JbnMDJyCuVo8\n6U9rd3MsXcxIjW34uj5y+hZDnljNxfgM5oYGE/79BJzvw9D3qHhfJz3ged+H0vk6eltjYqFqUE2k\nVqvjlf/u5d0vDuHiaMmWRZOZOMKvxmvuSk1KO5ntXdvRo2lXIm4e43JGw0+towe35Y/lU2nmacsn\nPx3jxfd3S0JYMWx+3GV+SSVXzIMxQs6FZYWsignHxdKZsSKeDgDMbExwaG1NWkxuvTdMgiDw3fLT\nhL2yHZVKwaqvxjJ/ascaNwfu3XujUKkqS7akgrOlExP8xpCQc4s9DYjqGBDSwYM/l0/D19uZJeuj\nmPHiFklEOQzrWm7nm3ryCIJGg0dP+de1IAgsjlyBWqlmZtAUUcdWKBS4BdiTn1hMUWb9SVebdl5k\n8sJNFBSW8eU7j/HfVwdgYnL/Tbd9G18sXN0rpSYfVDyUzlepVuIR6EDGpTw0JXV3KsUl5cx5dTsr\nNsXg39aF3aumEdLBo9brbFv7YOnuScrRg5JP5ryQmUDDT78G+Pm48MfyqQT6urF6SywzXtxKQZG4\nL6q0mBwUSmQnWxk2QZ5GqO/dGLeVvNJ8ZgZNwUzE04EBbgH2lOaVk5tQWPuXK6DR6Hj5g72893UE\nHq7WbFsSyqBetZeImNrY4hzcmczoSEpzpRW/N6zrupTT1YSmnrbsWBrKwJ4t2XvkBiNmryUl28o8\n+AAAIABJREFUXRyCmgGGiI6r3JvKIwcB42wqD986zuWMq4xuOwx3azfRx68UkTlf91ShYUP51D//\nwMLchPAfHmfa2A61XqdXJ+xPSUY62ZcuNPiepcZD6XwBvDo6odMIZFzKq9P3s3OLmfj0RnYeiKd3\n52ZsXTQZD9e61WYaJrM0O4usCzGNue1aMaT1AJraerHhwhZyShqX03Z1suK3RZMY2LMl+47eYNy8\ncNIy6/5SrwmCTiD1fC6ObWwwsZRPItxQ9mXTsjXWTaXtAPR3CILAknOrUCvVzAgMlcTG3ZRK3ea+\npFRD2GvbWblZv6H8c8VUOrStuzSkZ+/+CDodqcelK6UD8HNpS4+mXTlS8ZJvDGyszVj55VhmTwzk\nYnwGI2ev5fot8TYPqTE5qC1VOHrL09fVgKTDB1BbWOLSUf5OZoZN0VwRyuaqw12ZybrNk1ar463P\nDlRuKLcvDaVnp6Z1tldZpfIAh54fXucbou+EUpf82J2UPEaHredUVBLjhrRlzbfj6t3OzKNnP6Ci\nxEVCqJQq5gRPp1hTwpqYDY0ez9rSlJVfjmXaWH+iL6YycvY6bifVbcNSE7KvF1BeqKlUZpIL6VFn\nKC/IN8qp9+jtk1zOuMqotkNxs2649nFNqHxJRdf+kiooLGPqs5srN5TbFofWeUNpgEcvefK+AHM7\n6jkNS8+tavRYarWSj14fyGtP9eBWUh4j56zj/OXGC4aUF2vJvJKPa3s7SRtc/B1FKUnkXr2Ea5ce\nqMzkbbWYkH2TPdcO0NEjsN69qOuKSiZ/HUiyZeVanvrnHyxaew5fb2d2Lp+Kr7dzrddVhUH1Lvmo\ntCmVxuDhdb4d9ezN2vK+N27nMDpsPZevZ7Jgakd+/GAEZqb1P6lVTqbEpCuAqQETsTCxYOm5VQ0i\nqPwdarWSL95+jBfndiMhMYdRYWuJT8hq1JjGEtdIrlD/8TBCKcaSilSAgRgnBQx1pbUxQzOzi5jw\n5AaOnLnN8P7erP5m3H2JVTXBOSgEExtbyfO+AEO8B+Jl40H4hS11FpOpCQqFgpfmdeej1weSmV3E\n2HnrORGZ2KgxM+JyEbSC7CRCw6beGCVGS86tQkCQ7NQLYNvEAnMHk1rf18Ul5cx+aRtbdl+mW7AX\n25ZMvqcCpS6wcHHFvl170k4eQ1sin+5BffDQOl9XPztUpsrKXrLV4eqNTMbMXc/t5Dxef7on773U\nD2UDSwcMk5l6+hiaEmk1Z+3N7ZjkN5bbeXfYFrdLlDEVCgWvP92Td57vQ1JqAaPnrif2SsNPCqkx\nxsmLJR0+gEKlwr17b1ntJuYl8Wf8PgLc2tPJM1gyO+Z2ptg1tyL1fM59SVcp6QWMmbuecxdSmDK6\nPYs/HoW5WcNC/0q1GvfuvclPuE7B7ZuNufVaoSfzTKWovIh1sZtEG3fOpCB+/GA4xSUaJi3cxP6j\nDZcWNNqm0kh164VlhayL3YSrlQuj2g6VzI5CocCtgz05CYWU5FbPPSkoKmPac7+x58h1BvRowbrv\nJmBn0/A2hB49+6EtLSHt7MkGjyElHlrnqzZV4exrS0ZcHtrye0lQsVfSGDNXr4Dy3ov9eHFut0aX\nhXj26o+utJT0M9JP5pyKEN0Px5aJOu4zMzvz8RsDycgqYty8cM7EJDVoHANxwlAeIwfK8nLJjD6L\nc1AnTG3lJXn9GrUGnaAjrOMTkisPuQXaU5JdTt7tons+u5OSx5i567lyI4snp4fw1btDKgUGGgpD\nVCdJhtPvtICJmKlMWRq5Cp0gHnlx/FBfVn45FoAZL25ld8S1Bo1T6XxlTKcIgkDykYOYu7hi37bm\nyguxsSluG3ml+cwIDMVUJW0HJcNG3aCbXRW5+SVMenpjZSRn+RdjsLRoeJcwoFL9TupUYUPx0Dpf\n0O9OtWU6Mi//NYQVFZfC+PkbyMgu5pM3B/Hk9BBR7Hn06gfI85Jq5+xDj6Zd2Rd/mCuZ4orLz54Y\nxHfvDSO/sIyJT2/kZFT9WhMKgkBqTA4Orawws2ncD6Q+SDlxBEGnq5wHuVBcXsLqmHAcLRwY01bc\n8qLq4Haf0PPtpDzGzAvnxu0cXpzbjX+/0FeUjUDlS0qGlIqzpRNj243gRs5NDiaIS/Ia2LMlq74a\ni0qlYPbL2/h9f/2JXakxOajNlTi1lY9slXM5juL0VDx69pNVUlIQBJaeW41aqeaJwMmS2zOE8v8e\nes7OLWbCgg2ciUlmwjBfFn88qkGpwb/DtWtPlCYmlaWJDxoeeucLfxXbiIxN5vEnN5JXUMq37w1l\n1uOBotkzTGZKRUmA1AgLng7AsnNrRB970kg/Fn00kpJSDaHPbOLEubrnynJvFVGaW46bzKLzlfW9\nMpOttl7+nazibKYFTMLCpOFhsLrCoIVb9YSQkJjD2HnruXUnl1ef7MHrT/cU7UVt09IbK6+mJB89\niE4rfQODsIrc4pJGltNVhz5dm7P22/GYmKiY+9p2tuy6VOdrNaVaMi7l4exnh7KR0YT6wJBvl1un\n/ETiaS5mXGZEmyGSlBf9HW7VKBNm5RQz4ckNxFxKY/q4Dnz//rBGR3IMMLG0wiWkK5nnoyjNaRzH\nRQo81M7371q4kbHJTHp6EwVFZfzwn2FMHtleVHuVkxkbRUl2pqhjV4ehPoNoYufJ+tjN9dbFrQtG\nDWrDoo9GUVqmJfSZzXUmq1SKzsvcbi356EHUllY4B3WSzaYgCCyJXIlSoWRW0FRZbBr+roYQ6I3b\nesd7OzmPNxf24uX53UW1p1Ao8OjVn7KcbLLjpC2lAwh096eTZzD7rkdwI1v8PHOPkKaE/zABC3MT\nnvznH2z+82Kdrsu4lIeuXJCdwV+Z75V5U2lgnRs2+VLDvoUVpjbqysNSVk4xjz+1gdjL6cyYEMBn\n/xzcYE7O/eDRsx8IAilHI0QdVww81M7XxdcWhUpBWkzOPY53/FBfSWx69Oqvn8xj0k+mWqlmfjd9\nt6MNF7ZKYmPkQB8WfzySsnItoc9u5tjZ2vWrjaEAVJiUSN61q7h164XKVNrcVFWcSYoiJvUCQ70H\n0sT2Xh1ZKWDpZIZNEwtSo3O4fiubcfPXk5RawDvP9+EfYV0lsVmZUpEh9AwwJ3g6AgLLzq2WZPwu\ngV5s/PFxrC1NefqtnXU6ARs2lXIynbWlpaSePIqdd1ss3eVZXwDJ+Sn8fmU37V3a0cVLnLRcbVAo\nFbh2sCfraj4piXlMeFLveGc+HsgnbwwS3fHC3XX9IOZ9H2rnqzZX4dzWhpTzOUx+SnrHC1UmU6aX\n1Lwu0zFRmrAsapVkGs3D+/uw5JNRlJdrmfps7SdgQ9jIVcYTQvLRQwCy53uXntO3wpsjYXlRdXDr\nYE9RRinT52yqdLzPzBSnxVt1qKxjlymlMqrtUFwsnVkXu4nCsnuJZWKgo78H67+fgJWlCU+99Qfb\n9lyu8fuGdS3npjI98hSa4iLZWc4rotehFbTMDp4ua57ZrYMdCPD03O1cuJLOrImBfPz6QEkcL4BT\nQEdMbO0eyBaDD7XzBVA3M0NXqsM0T5Dc8cLdyZTrJeVm48LotsO4knmNI7dOSGZnWD9vlnw6ijKN\njtBnN3MqunoSlp5slY1tM0ssHOQ7gRoj35tWmMH2y3/Sxqk1vZp1k80ugFlLfW5ZuFPOW8/1ltTx\nApg7OePgF0DameOSl9KBvtvRE4GTyS3NY/PF7ZLZCengwfrv9CHoBW/+zvZ9V+773dTzOShNFLKS\nrQz5XjnXdammlBXR67Azs2W87yjZ7AJY+1gBUHS9iJmPB/LRa9I5XrhbSldwK4H8Ww0vQZMCD7Xz\nPX8plY1ReibwK6M6S+54AZQqFR7d+1BwO4H8m9cltwcwp6M+J2M4hUmFoX29+eXDkZSWaQh9ZjNn\nzyff852C5BKKM8rkL8U4ehALFzfs20g/xwasjgmnXFfO7CB5TweJyXn8sDcKgInBPjw3Sx65QY9e\n/dCVlpJ2+rgs9mYEhqJSqFh2TrqoDkCnAE/WfzcBczM1C974vVoWtLZcR/qFXJzb2aI2k69TVvLR\ngyjUaty79ZLN5o4ru8goymRKh8exMq2+M5AUyM0v4b+b9QeIHh7ukp54q6JSIEmmA1Nd0SDnq9Pp\neOedd5g8eTJPPPEEN29KW5xfHc5fTGXi0xtJ0OlF1Zsr5FtEhhCRXJMZ4hFEgFt7/ozfR2Jew+py\n64qRA334+b8jKC4pZ9LCjUTF/bUhtTFECHIux1GSkY5HL/lKMTQ6DSui12JlYsXE9mNksQmQlJrP\nuAXhxObr/86t1PI1c69Mqci0rj1s3BnuM5gL6Zc4fUfaHr2dAz1Z990ETE1UzH99xz11wFlX89GW\n6mRd16W52WRGR+IS3BkTa/lO24Y8u1wEQoC8/FImL9zEsZsp6NTQTGEpi+MF8JR5XdcVDXK+e/fu\npaysjPXr1/PSSy/x0UcfiX1fNeLy9UwGTllOVk4JL73dGxSNb0BeH8hNTlEoFMwJno5O0LE8aq3k\n9kYPbsv37w+jsKiciU9t5Pyl1MrPUo1ASrnLBu0nm81d8ftIyk9hUvux2JjJ82JMTS9g/IIN3EzM\n5cknO2PlZt7gntUNgVuXHihNTWV9Sc2uYNoujWq83nNt6BrkxdpvxmOiVjLnle1/UcIyxqYy9bj8\ndevnUy9wOimSgS370tJBnsYkBYVlTHluM5GxKUwc5YdXsCOZl/Pr1ZGuMbBp6Y2lZxPZSunqigY5\n37Nnz9K7t17eLygoiNjYWFFvqja89J/dpGcW8embg5g+ORBHHxvSzuci6KQLXVWFTYvWWDVpRsqx\nQ7JN5th2I3Ewt2f1+XBKNfXviVlfjB/qyzf/GkpeQSmPP7WRC1fSAUircAZyKlsZIy+21HA6CJ4m\ni720zELGL9jA9VvZPDe7C68+2QO3ADvy7xRTlCH9fAOoLSxxDelG1oVoSrKkL6UD6NG0C22dfdhx\neRdpBemS2+se0oSVX41DqVQw86WtHDqpj9oZFNvkdL6V61rG/r2GdW1IZUmNwuJypj63mdPRSYwf\n1o6v3x2Ce4A9glYg/WLjG7zUBQqFAk8ZS+nqigbJiBQUFGBtfTccplKp0Gg0qNX3H87BwRK1Wpxc\nyjv/6IdGo2PMkHYANO/szLnVN1DmgbOPPKeUlgMHE7t8CcKdeFxCpK07dXGxAWwI6zqVzw79wMHk\ng0zv+LikNgEWzu6KhYUJYa9sY9LCjRwMn0V6bB62Xpa0aO8iuj39c/4V2rIyUk8dxbGdL807tBXd\nZnW4mHqFI7eO0791T3r7dhR9/L8/Z0ZWIaHPbOZqQhYvze/Op289hkKhoGU3N67vSaXkVinNfevX\n1aWh8B4yhJTjERTFnqLphEmNGqu6+awOz/UOY+Fvr7P52hbeHvRio2zWBeNHtGertRmjw9Yy44Ut\n/LFiGlkX81GqFPj29cLEon6vxbo+59+RdvwQpjY2tBvcD5WJ9EpxWUXZbL64nVaOzZnceQRKZf3O\nXvV9zqLiMiY/s4kT5+4waWR7Vn87HrVaReue7pxbcp2iGyW4PCbP+7rN8GHEh68kN/IY7Qb0qfG7\nDZ3P+qJBztfa2prCwrt9YXU6XY2OFyA7W7xygi4BHri42JCerheesGujZ9BdPHCHdvby5BEcOveC\n5UuI274DVTPpnELV55zU5nE+P/QjXx1axJCmQySzWRWjBvrw2T8H8/IHexg6bgVT7rjSeoh75T2J\nharPWRWpJ4+iKSrCtVsf0W3eD5/v/wWA6e1DJX/OrJxixi/YQNzVdOaGBvPqgu5kZOh5DNatLQC4\nejgZx462ot7H/WAbrBfwuPzHThz7DGvwOPebz+owtNkQrE3f56djywnzn4WJSnpHFOznxrJPRzPz\nxa2MeGI1z91pgWMbG3IKiqGg7uPU5zmroiDxFtnxV2kyaBhZOSWA9J13fjy9nBJNCTMCppBZz77e\n9X3OklINT7ywhUMnbjJigA9fvj240gdYttAz+a8dTaH1eI963UdDYdVBXx8fv2sXrWYuvO/3Gjqf\nNY13PzQo7NyxY0ciIvQiE1FRUbRp06ZhdyYSDDKHsuZ9e/QF5E3iN7dvyqDW/YhMjiYq5bxsdmdM\nCODD1wagTtOH2E2ayddvNEnmEqOCsgLCL/yGh7UbQ30GSWorO1ev8BN3VS808MEr/f9CKLvbgFy+\nde3YIRhTW3uSDx+QlIFcFdam1kz2H09yQSp/xu+VxSbAoF6tWPrpaKyLVehKdCi95NMpl7tuXSfo\nWHZuNeZqM0L9J0hqq7RMw+yXt3HoxE2G9GnFzx+OwMTkbtTTqa0NKjNlrW0zxYSFswsOfh1kK6Wr\nCxrkfAcPHoypqSmhoaF8+OGHvPHGG2LfV71gyD/K+ZL6S11ksTQiAdVhTqXes/QElaoImxzM9K76\nMp8f9kVz/Vbtzd7FQPKRgyhUKtxkKsXYcGErBWWFzAgMRa1svLj7/ZCTV8KkpzcRezmdJ8Z14OPX\nB97D5LbxssDC0bRODcjFglKlwr1HHwoSb1IgY13k7CB9bn2pRIpX98OQvq15c7z+VLQpOp7T0dJW\nExggd753/40IbubeZrzvaBwspMtrGxzvvqM3GNizJYs/GYWpyV/TjSoTJS5+dmRcykNbJl5nq9rg\nUdGVTq5SutrQIOerVCp57733WLduHevXr6d169Zi31e9YGZrgn1LK9Jq6IEqBTx790dXVibrZPZr\n0YuW9s357eIOsorlcYAGNENfznWpKJdx88Mld8BluTl3WwjaSB921Xd5WYmJ0oTpgaGS2cnNL2Hy\nwk1EX0xl2lh/Pr2Ppq1CoZfjy71ZSElO9T1QpYDcJUcAPk6t6dO8B8dun+Ri+v2FMKSAp1YfBr2j\nLCb02U3V1reLCUGnI+XoQSzcPLDzkYfHYNisz5GQQFhapmHOy9vZe+QG/bu3YNlno+/bncitg11F\nRzp5SFdgnHVdEx5qkY2qcAuwpySn+h6oUsEYk6lUKJkVPI1SbRlrYjbIZhf0CkCWzma89HJPktMK\nGL9A395OKlS2EJRJeu/wreNcybzG6LbDcLWShuCUk1vM5IWbOHchhdBR7fn8rcdqrHc0tBesrgeq\nVJC7lM4Ag4Sn3FGd1PM5oIA33+9HYZG+vr2hfa7rguxLFyjJzJCtbj0h+yb7rkfQyTOYDm7iNpsx\noLRMQ9gr29lz5Dr9ujVn+RdjMDe7f+TI1QgplcpSOpnX9f3wSDlfkHcyXbv0QGlmJvtLKtR/PBYm\nFvwavRatTp5Sp+LsMvJuFeEaYM/CGZ159x99SErVO2CpTsByS0oujaw4HUhUhpGdW8ygKSuIjE1h\n8qj2fPlOzY4XjMNnMEYpHcBjrfvT1NaL8Lgt5JbIcyISBIG0mFwcW1szfmx7fvpgOEXF5UxauOm+\nEquNhWGzLle+99eotQgIlSkrsVFapmHuq9vZffg6fevgeOGuToCc69oYpXQ14X/OtxFQm1vgGtKN\n7LgYSjIzZLNrb27HBN/R3M5NZO/1g7LYrOz4UnESWzijM+8834c7KfmMnRfO1RviL+akIwcwsbbB\nRYYWgrdz77Dr2j4C3fwJ8QgSfXx9+7SNnD2fzLSx/nz97hBUqtp/fm4V7QX/3oBcSigUCjx69qMs\nN4es2CjZ7KqUKmYFTaW4vJh1sZtksZl7s4jSvPLKk9jYIe0qFd4mL6xfn+u6IvlIxaayopmFlCgq\nL2Zt7EacLZ0Y2Ub8ConiknJmvbSNXRF6x7viizFYmNdOXHNuZ4tSrZD1fQ1V1AkfgC5Hj4zzvdsD\nVb7wHFSZzGOHZLVr2MUulSlEV50C0DMzO/P+S/1ISS9gzLxw4q6KJ5JQkHiL/BvXcOvWC6UMNZDL\no9eiE3TM6Si+jnNGdhHjF2zg/KU05k8LqTXUXBV2LawwszWRVekKqqxrmaM6UwMmYq42Y9m51egE\n6ck4le0xq2iVjx7c9i99ruvSZrOu0LcQPIZ9G18s3aQvs9kUt42cklxmBIZipha3SqGwuJzpz2+p\nJFfV1fECqM1UOLezJT0uD51GTtJVP+DByPs+Ms7XwtEM26aWpMZky0q6krvFoAHtXdvRvUlnDiYc\n4WrmtdovaCTu18N3wbQQPn5jIBlZRYybH07MxdTqLq837obmpA85l2hKWR0TjqOFA2PbjRR17OS0\nfMZVbExmTwzkx/+OqJemrZ50ZUdWfAFlBRpR760mePTsBwqF7CkVwxzcyLnJwYQjkttLu4+spKHP\ndXm53gHvOyoO8zs98hTakmJZQs6CILA4cgVqpZqZQVNEHTu/oJTQhZs4fPoWQ/u15tfPR9fZ8Rrg\nGmCPplhL5tV6FFY3Eo7+QZja2ZN8RL5SuvvhkXG+oA/RFWeUUZAifcG6AY7tAzG1dzDKZM7tOAOQ\n5/SbGp2Dub0Jtk3vbWAxe2IQX73zGDl5JYxfsEGUco3K0JwMznfrpd/JKs5mWsAkzEU8Hdy4ncOo\nsPVcvp7Jgqkd+ej1gfVWFYKKvskCpF+QL6pj7uiEY/tA0s+eoLyofoIMjUVYRz3xakmktF284G5E\nxxA5q4rh/X1Y/oW+qcaMF7bU2g+4LjBs0t1lCDkfu32KSxlXGNFmCO7WbqKNm5NXwsSnN3Iy6g5j\nH2vLko9H3ZfVXBMMGx45Uyr6Urq+FCbekq0r3X3vxajWRYaBnCL3ZHr06EvhndvkJ0h/Aq2KoT6D\n8LLxYH3sb+SVSqf+VJpXTs6NQtwC7O8bkp06tgPfvz+cwuIyHn9qQ6NOCoJOR/LRQ1i6e2LnLa2A\niyAILIlciVKhZGageKeDi/EZjApbx607ubz6ZA/ee6nhzFZj8BmgosVgeTlpJ4/KajfArT2dPTuy\n7/ohErKl65gmCAKp53Owa2aJuX31vakH9WrFuu/GY2amZv4bv7NmS+PEbZKO7JetheCSyBUAzK1g\nkYuBpNR8RoetIzI2hUkj/fjxg+F/EdCoD4y1rj2NlFL5Ox4p5+taQQZKkVE5BeRvMWiAPpw0lcLy\nQkkJKoYyF9daROcfH+7L8s/HIAjwxAtb2PB7XIPsZcWdpzQrE4/e/SUvxTibHEV0aixDWg+kqZ2X\nOGOeT2bM3PWkZRTywSv9eXl+90Y9h4HkZixyityhZ9AzzgUElkWtkcyGoTd1beu6R0hTNv88ETsb\nM/7x3m5+XHWmQfZKc7LIjDmHS8cukrcQTMxLYmf8Xjq4+tHZSxx98qs3Mhk5ey2XrmUyb0ow3/xr\naJ1Ig/eDi58tCqVxNpVg/LzvI+V8DaSJNLnJKUbK+wJMD5iEmcqUpZGrJCOopEbrS4nq0vHlsT6t\nCf9hAlYWJix8eyc/rz5bb3tydjFadHY5IF550Z+H4pmwIJy8glK++fdQ5k1p/IvPobUNJpYq2V9S\nbp26ozIzr5wPOTGyzRBcrVxYc34DhWXShL3rs66D/NzZungy7i7WvPvFId769ABabf1+b8lHD4Eg\n4CnDuv41ag06QUdYxydE2cCePJfIqLB1JKbk89azvfjPy/0b3Y/XxFKNYxsbvTiSTB3pAGyat8K6\naQtSjkUYtcXgI+V8rVzNsXY3l/0lZdOsJdbNWpB8PAKdRj5SDICTpSPjfEdxI+cmB24clsSGgUFe\n13Zr3YKbsHXxZNycrXj784O888XBer2oKvv3SpwXS85PYceVXbRzbkPvZt0bPd6SdeeY9dI2AH79\nfDSho8QRNFCq9EpXmZfzKC+Sb32pzM1x7dKdnMtxFKWmyGYXwFRlyszAKeSV5hN+YYskNgwRsrqu\n63atnfl92RTatnLil7WRhL26naLiuiuPVa7rPgPqf7P1QHF5iagEwt0R1xgweTk5eaV8+c5jPDe7\nq2gRKbcAe8qLtGRfl490BfoDU1leDlnnz8lqtyoeKecL+uLtguQSCtPkI10BePYZSHleLpnR9T/p\nNRZzKwgqiytyPGIj9XwOpjZq7FtY1fkaPx8Xfv91Cj4tHPlp1VlmvriVgsLaX1SakmJSTx/Dwdcf\nCxfXxtx2rVgWtQaNTsO8kJmNeplotTre/vwgb3yyHycHC7YsnszQvt4i3qn+JSXoID1OPjk+AI9e\nekeRfFT+0++MoCmYqkxYHLlCkqhO2n0Y/DWhqactO5aF0qtTU/44EM+AycvJqEPHNkEQSDq8H1Nb\ne5wCxG9TWRW/XdpeSSC0MDFv8DiCIPD9itM88cIWdDqBZZ+NZtrYDiLeaZW8r5FShcZIqRjwyDlf\nV0PoWUY5PrgbIk0yQoiug1t7uniFsP9GBNeyxBXDLyvQkHU1H9cO9ijqGWZq5mnHH8un0K9bc3Yf\nvs6I2Wu5nVSz80g7cwJdaankIefi8hJWRq/D0cKBCb6jGzxOfkEpc17dzs+rz9KmpSM7l08lyM9d\nxDvVw1gvKU8j8RkAXK2cGdduJPFZ1yUpO0qNzsHGywJL5/ox3O1szFn3/QQeH+7LyXN3GDpjDbFX\n0mq8Jj/hGoWJt3Dv0QelSpy+5tXBQCBUKfSCJQ1FaZmGf/x7F//+KgI3Z2sOb5rNsH7ibijBeKQr\n9x59QKEwSkrFgEfO+RptJ9WjDwqlkqSI/bLaNcBQdrRY5PKM9Au5INxVWqov7GzMWfPNeOZMCuJi\nfAZDZqzmROT9VYMqQ3MS6zlvvqg/HUwPmNzg08GV65kMmbGanQfi6dWpKTuWTaGZZ8P+TrXhrhyf\nvM00HHz9MXdylrXFYFXMC5kJwC9nfhV13IKUYgrTSut16q0KUxMV378/jHdf6MutO7mMmLWWjX9c\nvO/3DScsT4lDzscTTxGbdpFhPoNoYuvZoDEysouY+NRG1m67QJCfG7tWTqVToDhkxL/D1d8OFMgu\nImPu4IRTQDDpZ09SXiBPn/C/49F1vjLvpEzt7HEO6kTGudOU5cl76gYY7jMYTxt31sVuElUXt1Jc\no6KMqyFQq5V89PpAPnxtANm5xYxbEM43v55CVw3JIvnIQZSmprh16dFge7VBEAQWnV0/DgeIAAAg\nAElEQVSOSqFidnDDTgfb9lxmyIzVxCdk89QTIYT/8Dj2tg0P8dUGR29r1BYq2RXcFEol7j37UZyW\nQu7VS7LaBn1Up3uTzhxIOMyVzHjRxjVszg2bmoZAoVDwrxf7s+LLMajVSp5+6w/e+vQA5eX3kngq\nSYQSbyp/rtikPNlpToOuP3b2NgNCV3Li3B1GD27DlkWT8XCVjpltam2CY2tr0mJyZd/cefYegK68\nnNST0ou5VIdHzvlae5hj6Wwm+04K9D8sQasl5YT8k2miMmFuxxkUlRexKma9aONWvqQCGn+iC5sc\nzOafJuHiaMV/vjnMtOd/I7NKvqwkM4OsC9G4hnRDbXGvmIdYOHLrBBczLjOq7VA8beon8VdapuHd\nLw8y97UdCAIs/ngk/36hH2q1tD8lpVqJa3s7Mi/noSmRl6Hp2Vt/Wks6bJyojuH0u/iseJyG6uRS\nG4qhfb3ZtWIabVo68svaSMYv2PCX9IpOoyHlWATWzVpg06xlo+3dDzeyb7Irfh/BHgF08gyu17Va\nrY7PFx1n/IINpGcV8tazvfjlw5FYWkgv7eoaYE9pXjm5CfKKuXj2GQhgtGjlI+d8FQoFrgH25N0q\nojirVFbbnr31k5kcsU9WuwZMD5iMpYkliyNXUK4tF2XM1JgcTCxVOLQWZ/fbPaQJ+9c9Qf/uLdh3\n9AYDpqzk6Bm9dm7ykQP6Uoy+A0WxdT8sitSXFxle6nVF7JU0hjyxhh9XnsW7hQO7Vk5j9GB5+rGC\n/iWl0wikxxlJv9xI5JSh3oMqux3llIjz7GI6XwDvFo78uWIaowe34WTUHfqFLmfd9gsIgkBG1FnK\n8/MqX/ZSYVHkcgQEFoTMrheBMDW9gElPb+LjH4/h4WrN1sWTeW5210aXEtUVhhLR1PPyrmvn4M6o\nrayNtql85JwvVBUlkHkyg0IwsbE12mTamdsypcMEkipKaBqL8mItmVfycfW3Q6kS74fo7GDJ2m/H\n889nepGaUci4+eEseH07Cft2A+DRW7q8WELOLXbH76/X6UCj0fHVkpMMmb6auKvpzJgQwO5V02nb\nykmy+6wOd/O+8q5rKw8v7Fq3IfXkUbRldS+tEQsqpYo5wdMpLi9mdUy4KGOmRudg7WGOlat4qQJr\nK1MWfTSSb/41BEGA5979k9kvb+PaHv1vUUoSYW5JHmvPb8LTxr3O3Yt0OoGVm2Po9fiveo3mvq3Z\nv/YJukiU370f7vJ05OUzqExNce/em7xrVylIvCWrbXhEna97ZQ9UeSdTaWKCe48+5CdcJ/9Wgqy2\nDZjfcSYKFPx0ZlmjcygZcbkIWqFWBaCGQKlU8Pycrvzx6xR8vZ35ZdUZLv6+E4WtI45+4pYzVMUv\nZ39FQGBex7qdeqPiUhg1Zx3//f4ITg6WrPt2PJ/9czDWltXLEUoJ9wDjkK5Af/rVFBWSfvak7LZB\n3+3I0sSSJZErGx3VKUwtoSClpFH53vtBoVAQOtqfg+tn0COkCX8ciGf/rxtAocRVQknJVTHrKSov\nIiz4CUxUtYeK4xOyGDc/nJf+swetTuDjNway/IsxONhZSHaP94OrkQ5LcDelYoyoziPpfCtPCDIz\nnuHu7tZYFPYWDs0Z6j2IqJQYTt+JbNRYYofmqkNHfw/2rJ7Oe9ObY63J40yJFzNf2sbFePH7I2cV\nZ7Pm/Ea8bDwY3XZYjd9NTsvnmXd28tj01ZyNTWb8sHZEbJjJgJ7S5exqg2MbG1RmSqOs67v5MeOk\nVOzN7Qj1n8Cd/GS2Xd7ZqLGqayMoNpp52rH550n8++kQPEtuk6DyZNTC3yXpD6zRaVgSuRJLE0um\nB06u8bu5+SV8+P0R+k1ewfHIRIb19+boplnMnhgkuZTr/WBuZ4pdcyvZO9LBXfa5MaKVj6TztfGy\nwMLJ1EgvqYrJNFISH+DJzrMB+OnM0kaNc782gmLD1ETFUPcsALQ+nfjz0DX6TV7Owrd3cvOOeLvh\n5VFrKS4vZn7IrPueDnLySvj052N0H7uU8B1x+Ld14bdfJvHTByMkZTPXBSoTJS7t7ci4lIemVF7S\nlVv33ihNTUk6ZBznC7Cg0yyUCiU/nF7cqJe0GEznukCpVDCiWSEqdKj9uhJzKY3RYeuZ//oOUTeX\nO67s4k5+MqH+E7A3r54YWVBUxldLTtJp5GK+XHISBztzln46muWfj5GUzVxXuAXaU5JdTt7t2gVL\nxIRNS2+smjQj+cgB2aUmH0nnq1AocAuwJ9cIpKtK3dCjh4ymG9rVqxOBbv7sjN9LQk7Dcxmp0Tmo\nzZU4+kj/47xZke/9ZNkbrPpqLL7eLmz4PY4e45bywnu7iIpLadQLt0RTypLIldia2TA9cNI9n1+/\nlc0bH+8jaNgvfPrzcaysTPnqncfYs2o6PTs1bbBdseEWYI+uXCDjkrxKVyaWVrh26k7WhWiK02sW\nlJAKLeybMbLNUGLTLhJx81iDx7nrfBtePldXJFecqMLensfvy6YQ3N6dLbsv03fSckKf2UTEyZuN\nPu39fGYZChTMr4ZAmJpRyDfLTtJl1GL++/0RFAoFbz3XmxNbwxg50KdRdsWEe8VGSO6mOAqFAs/e\nAyjLlV9q8pF0vmA8copCocCjd3/K8nLIjGlc2Lcx97Cg02x0gq6ycUB9oSnRknExD5f2dqhMpF0m\nmuIiEo9E4ODXAUs3dx7royd+/PTf4TTxsGX1llgem76aQdNWsWxDFLn59ZcO3XBhC+lFGcwInIK1\nqTUAefml/LbrEjNe2EL3cUtZsj4KBztz3v1HH05uCWPq2A6N6toiBYwlIgNUstCTjUQoBFjYZS4A\nP5xe3OAxUs/nYOVqhrWb9JGMpEN7MbG2wSW4M50DPdm5fCorvxxL945N2H8sgcef2siAKSv5bvlp\nbtyu/5yeSDxNZHI0j3kPoKVDc0BPENx16BozXtxC0LCf+c+3Rygp0/LKgu6c2T6X52Z1wUqGEqL6\nwJipwspSOpmjlfXvgPyQoCrpqkU/aTWC/w7P3gO4umYZyRH7cQnuLKttA0a3HcYHEZ+x+vwGXuy+\nECdLx3pdnx6Xi04jyHI6SD11DG1paeWPAPQhu/FDfRkzuC0HT9xkxeYYdkdc47UP9/HmJ/sJbu9O\n787N6N2lGZ0CPDE3u/9S1gk6fjqzFBOlmm5WQ1my/hy7Dl3j6JnblGv0msHB7d15cnoIIwf4NLg/\nqRww6kuqz0AiP3yHpIh9tBofKrt9gCD3DvRo2pWDCUe4kHaR9q6+9bq+KKOU/DvFtBosXnP5+yEv\n4Rr5N2/QbMgolCZ6Z6dUKhjStzVD+rbm7Plkflx1hh37rvLe1xG893UE7du4MLy/NyEdPGnv44yr\ns1WNudhvT/4MwAiPSfyyJpKjZ29z/GwiOXn6DWqHdq5MHePPhGG+Rk+b1ARjbirde1aoEx7eD7wv\nm91H1vka8yVlmMw7EfsIeP412e2DXnTjyc5zeHv/ByyJXMmrvZ6v1/WGv5t7kLR5MaAyj1hdHaRK\npWRgz5YM7NmS1PQC1m67wK6Ia5y7kMKZmGS+XHIShQJcnaxo4m5LEw8bnBwsKdfoKC/XUlauJV4T\nSbzLdYTrbZm2enfl2AHtXBnaz5uh/VrT3sfFaIST+sC5rS0qU6VRRGT0zS7cSDq8H0GnQ6E0TlRg\nYZe5HLt9ku9PLeaHkZ/X69q7JELpN5WV67rfoGo/D+ngweKPR5GRXcTuQ9f4fX88h07e5NMrxyu/\n42RvQTtvZxztLTA3U2NhrsbcVE1WbjHxOfFENz+EIsOTZ5++GzJt5mXH+KHtmDbWnw7tpN9kiAFz\ne1PsW1iRGq0nXcn5WzSzd8QpsCPpkacozcsD5LH9yDpfY5KuzOwccAoM0UtN5uZgaie9A6sO0zpM\n4svjP7Dk3Eqe7hJWGW6tC1JkzoupLSxw7dStxu+5uVjzj7Cu/COsK/kFpRyPTOTwqVucv5xGYko+\n0ZdSORubfO+FA3ejADqqhxIyxQ9fb2f6d2+Bl7utNA8kIVSmSpx9bcmIy0NbpkNlKp8DVCgUePYd\nyLWNa8iKO4+Tf6BstqtiYMu+tHNuw5ZLv/Nmn5fqpWEsF9kK9CFnqH5TWRXODpZMHduBqWM7kF9Q\nSsSpW8ReTiMuPoO4q+mVIjT3oPteFECz3L50G9Wenp2b0qNjU5p6PnzrGvRzcnnrHXJvFWHfvO4d\n1MSAZ+8BZJw7w+2Ig9h1lb7fMjzCztdAuko4kEZxVikWjvXrXNJYePUfTMa50yQfPUTz4WNktW2A\nlakl8zrO4OOjX7MqOpwnO9dd7zU1Khu1hQonn7o77IagMPkOOVcu0vKxYajM6x4Ws7E247E+rXms\nT+vK/9NqdaRlFpKZU4ypWoWpqYpLOReYufMnBrXqy+pXnpHiEWSHW4A9qdE5ZFzOk7Rcpjp49tE7\n36T/a+88A6Mqswb8zGRmksyk904SCJ0QCL2DNBEVC4IoiF3sYtu1oJ8KrmvdtSGs0gQLWCgiHQGl\n994C6b33ZNr3Y5hQBNLuzJ0k7/NLw8x5z829ued9T926UTbjq1AoeLzngzz9+8vM2Tuft4a9Uufv\n2qN8DsBYVUXm9q14tm6LW1hEnb/n7ubMTcNiuGnYxWSoiko9ZRV6KioMVFbpqawyUKLI5Y6Vc2jv\n155NL/xfk/Da1IbV+GYdKrS78Q0edAOH//tvkjdvoIudjK9jZZNIjFxJVwChgy2uprQ/1tt97Uu5\nv9u96NQ6vtz7DVWGumV+6yuM5J660NnKxj2LrcXtrYaPbLQsJyclwQHudG4bQNtoXyLDvFhyxjLl\n6fGeDzdavqNgNRzZdh4eAhe6jykUspYcAdzWYSzBboF8e/hHCirq/nvIOlyI1s8Zt2Dbxj+z9+zA\nUFF+TZdzfXB1UePnrSU8xIOYKF+6tA9kRfJSTGYTT/V+pFkYXrgkT8fOna4A/ON6EDZiDP6xcXZb\ns1kbX7k6XQH4xnbH2ceX9C0bZBnFZsXb1YspXSeSWZrF0uPL6/SdnGOWzlZ2cc1ttbjmIofXrSVe\nfTiSdYy1ZzfSM6Q7/cJ7SS5fLqz3JfOg/Y2vi48vvl3iyNm3E31Zqd3Xt6Jx0vBYjwco05fVOaO/\nIr+K4pRyArt62dxgpVldzoMbb3yvJLssl++OLiPCM6zWZjFNCWunKzmea6VazbD/fU+X+xo2DapB\na9ptJRmQM+lKoVQSMnAY5ZnpFJ46bvf1L+XRHlNRK9V8vnsuRlPttcc1yVY2jveajEbSt21GGxyK\nT7v2ksv/eMcXADzf78lmczoA8OvggVKtIFOGEwJYXM8mvZ7MHdtkWd/K5K4T8dX6MHf/gjqN0bw4\nocsem8qNODm7ENi7v+Sy5+5bQKWhiid6PoRK2Xwihy6eGryidGQdLpT1wGIvmrXxtSZd2btw20ro\nkBGA/K7nYPcg7up8G+cKEvntzLpaP299qQfaONM57/B+qgsLCBl0g+TG8UTOaX47s464oFiGRNqu\np64cqJyd8O/kSc6xIrt3uoKLpzlrQpFc6DRaHu/xIMVVJXy9v/Zxg/aK95ZnplN48hiBffqjcpG2\nV3JxVQnzDy7GT+vLhM53SCrbEQiK86aqyP7jBeWgWRtfa9KVHOMFwRLEB0j/Q96XFMCTvR5GgYJP\ndnyByWy67mezDlnGCPq0sW1nK+umJHRo4+O9V/LxTuup94lmdeq1EtTVW5ZOVwD+3XqidnOXrc/z\npdzf7R58XL35at98SqpKrvvZzAOWTWVQN9t6dNKsJUY2cDnP2Tuf4qoSHu1xP65qx63bbSjWjVGm\nDPkM9qZRxnf9+vU8//zzUuliE+RMunL188c3thvZe3egL73+i8HWRHtHcnuHmzmWc5LfrjNuUF9u\nIO9UMQFdvCQdI3g10javQ6FSETxgiKRyz+QlsOLkaroEdGREtH0yF+2Ntf4684A88bGg/oMvTO86\nb/f1L0Wn0fFYjwcorCzi6wPfXvezmYcudLaycbKV1SMQOniEpHILKgqZvfcbfLU+PNjtXkllOwpW\nb5scoUJ702Dj+8477/Dhhx9iMl3/FCU3ciZdgWX3a9Lrydi+VZb1L+WF/k/hpHDi33/955qx3+yj\nRZhNtq+DrMjJJu/QfgJ79kPjLm1d4ic7v8SMmel9m+epFyzuOZAnMxQuyebfLG9IBeCBbvfg5eLJ\n7D3fUFp99SSwsuxKStIqCIzztukzYTIYyNi2GV1YBB6tpe2d/OXebyipLuWpXo+g09i3FMdeWEvn\nhPG9Dt27d+fNN9+UUBXbIGfSFUDoEItLNV3muC9YTr93db6N03kJ/HJy1VU/czHZyrbG15rlLLXL\n+XxBEj+fWEl7v7aMjpHe7eco+LZzR+WilCUzFCDEms+w6dpeFHvh7uzOo/FTKagsZP6BJVf9TGZN\nxzbbupzzDu2juriQ0MHDJTXyeeX5zN23gACdP/fFTZJMrqPh7KHGu7UbWYeaf9JVralyS5cuZcGC\ny1P5Z82axZgxY9i1q+6Dtb29tahU0vbM9fevPSbp5+eGzs+ZnCPFdfq81PiOGMJmLy8yt23Ez8+t\nQX+QUuo986aXWHZ8OR/v/JyHB0xE5XT5I1B4ynJy6DAszKa/r13bLfW9Xe64Dd8L60ix3oubvsJk\nNvHmqOcJDLj6eDW5ker3GtLNl9TduXjqXNFo7Zv16u/fEb/OXcjauQ0vnRNqrfYqn7Hf39vLIx9n\n9r55fLnva14a+djfToYHTycA0G5wsOR6XSrv9B5LBnj7sWMlXef93z6mXF/OrBtfoVWIfXvVW7HX\n/WzVy4+D3yWiLAY/G+edXA17XWetf7Hjx49n/PjxjV6ooEDaOY3+/u7k5NQtjurfxZPEzdkkn8q1\ne6crgKABw0ha9TNnd+zDK6Zdvb5bn+usCzq8uafLeOYfXMLnWxYyqcvl9zZpVw5qnQq8FZKueykm\ng4Hz69aiC4vA6BtGTk6JJNd5LPski/Yto4NfOwYFDbaZ/o1Byvvp19mD5B05nPgjlZCevpLIrA9B\ng0aQe/QIR1esIuyGy+tNpX5ua0fJI92n8v72//LOmk+Z3veJy/713PYsAFwiXSTV68rrPLN6FQqV\nCm3nnpKtk12aw+d/fUOwWyC3tR4ny3Ntz/vp1d7SVe/E5jTae9o3bCT1dV7PkDfrbGcrF+NjMrme\na0oz5Hc9AzzbZxrOTho+2v451cbqmp9XlxrIP1NCYKwnCqXtHvqcA3ssrrkhIyR1zc3c+gFmzLw+\n+EWclI47mUgqAmWagWoldJilMUrqptrL1+zBYz3vx1frw2e75pJTllfzc7PZTOaBQtzDXNH5227z\nXZGddTGPwUM6r8unu+dQYajk2T7TcFHZ//Bgb6z95DMPypPPYC9aiPG1vKQyDsiXdAXy1/taCXYP\nYmrcPaQUp7Hk8NKan2cfLbQkW9m4DjJts+VlHTZMunjvn8k72Xh+C/0j+jAsapBkch2ZmoxnmV5S\n/t16ovH0InXTWoeIz7lp3Hix39OU6cv4aMdnNT8vSa+gPLfK5vHeVOtzfcNoyWSml2Sw4OASwjxC\nmBTbeA9kUyCgi2XjktXMy40aZXx79+7Nxx9/LJUuNiOou2WWrVwvKW1gEN4dY8na9ZesLfku5ane\nj+KqduXDHZ/XZIhm2SkpJW3zOpTOzgT2lcZImswm3t7ybwBmDH6p2WY4X4lPG3fUOpVsSVdKlYqQ\nwcMpT0+VvYublXtj7yLaO5KFh74nId9SBlVT32vjpjFpG9cAEHaDdK1SZ239iCpjNc/3exKNk0Yy\nuY6Ms7sanzYXkq5M8m/qbEWLOPm6BbrgFuxC5v4C2XboYTeMwlRdXTNIQG78db482fNhssty+M9O\ny0DumvZ7NnxJlWemU3D8CIG9+6PWSlMuseLU7xzMPMKt7W8iLqiLJDKbAgqlgsCuXuSfKaG6VC+L\nDmEXstVTHSDrGSxzrF8b9AIGk4FZ2yyzfu2xqTRWVZG+bRPuUa3xiJamxGh/xiGWHv+VzgEdmNDp\ndklkNhWC4rypLjFQcM4xDiu2oEUYX7DczLLsKkozKmVZP3y4JSElZcPvsqx/NR7v9RCh7sHM3vs1\niYXJZB4sQOOmwjvKdmMErXWhYRKVGFUbq5m19UPUSjWvDHhOEplNiaCuXmCGrCP2byIDF0qOFAqH\nKDmyMiZmJD1CurHq9Fr2ph+oOfnasnY9a9efGMrLCBsmjcvZbDbz+qaZALw97NUWkcNwKdYuZBn7\nm2/ct8UY3+DuF4L4MsV9fWO74+ofSNqmNZiM9u/HezW0aldeH/wS1UY976z+gPyzpQR187ZpspU1\n3itVfe/CQ9+TVJTClLiJRHq3kkRmU8J6mpPruXbx8cW/W09y9u2iqjBfFh2uRKFQ8MbglwF4a/O/\nyTxUiHe0DhdP27ltUy+4nK2b7Mbyy8lV7E0/wNi2o+gX3lsSmU0Jq/FtzklXLcb4Wl9SciVdKZRK\nQoeNojIvl7yDe2XR4WqMa38TvULjObT9DGDbvrfG6mrS/9yMe2Q0HlFtGi0vuyyXf//5H9w0Op7r\n80TtX2iGBDlAO77QYaMwm0yyz/i9lF5h8YyJGcGpY+epKtITaEOXs9lsJnXjWtTuHgT07NtoeeX6\nCt7Z8j4aJzWvD35JAg2bHpZZ4grZNpX2oMUY38CaXrjy3cwwq+v5wi7ZEVAoFLwz7DWCM8IBCIiT\nttXjpWTv3o6hrFSyU+///fEviqqK+efA6fjr7F/n6gh4Rupw9lTLekIIqyk5chzXM8CMwS8Tlh0J\ngFdnaacLXUrRmVOUpiQSMng4SrW60fJm7/matJIMHu3xAJFeERJo2PRQuVgmd2UfKcJY7dgtjBtK\nizG+Lp6ai23LZMqgCx4wBCdnF1IdKO4L0DWoMz3LLa6tv5xtN6M1eZ2lpWX48DGNlrU1aTvLji8n\nLqgL98fd02h5TRWFQkFQVy8Kz5dRWVhd+xdsgHfHLmiDQkjfssFhQioAUd6tGKO4CYA1Ztv9zaVu\nki7LOb0kg//unoO/1o9n+zzWaHlNmaBu3hirTeQclyefwda0GOMLF2ZFFutly6BTa3UE9R9M4anj\nlKYkyaLDtfBJDaLUrZj3T35MdmmO5PLNZjMp61ej8fBq9IDxSkMVL69/A6VCyfsj325xyShXYg0V\nyOV6VigUhA4dSVVBPrkHHCekAhCcFYFZYWJB8QL2ph+wyRqpG9eAQlHTx72hmM1mXlw3gwp9Ba8M\nmo6bxnaJj02B5p501aKMr9xJV+CYWc8lGRVUZFXjHauloLKQF9fPkLwkK//oIcrTUwkdNrLRrrlP\nd33FuYJEHuw+mdjAThJp2HS52OlKvue6ptvVRsd5rk1GMzmHi9BFa6jWVPHC2tfRG6UtyarIzydn\n7078u/fCxadxoY+lx35lw7k/GBjRj7s73ymRhk2X4GaedNWijK/cna7gYvcbR3I9Z17YWfYe0oV+\n4b1Zc3YDy44vl3SNlPW/ARA+8qZGyUnIP89/d80myC2Ql/s/I4VqTZ6ajGcZTwghA4fi5OJK8tqV\nsulwJflnS9CXG4nqGcK9sRM4kXuKr/bOk3SNxPVrMJtMje5qlVmaxWub3kGn1vHR6JktplHM9fCJ\nudBEppkmXbUo4+vf2Uv2DDptUAg+nePI2vUn1SXFsulxKdbNSHB3Hz4Z/S5atZZXN75NRkmmZGuk\nrF+NUqOp6XPdEIwmIy+se41qo56Zw17D3dn+E08cEfdQV3QBzrK651SuWkIHD6c44QyFZ07Jpsel\n1HS26urNa4NewE/rywfbPyWxMFmyNc79bsljaIzxNZvNvLDudYqqinljyEtEeIZJpV6TRumkICjO\ni7zTJVSVyNNExpa0KOOrdnXCr4MH2UeLMOrly6ALH3EjJr2e9K2OUZpxsf2eN628wnlzyMsUVRXz\nwrrXJHE/lyQnUnD8CMH9BqN2a7jB/GTnF2xP2c2YmBHc1Fa6Fn5NHYVCQXB3H0ozKylJr5BNj/DR\nYwFIcZDTb81z3c0Lb1cv3h72KhWGSh5b9dxlA0UairG6mvNrV6MLDcerXccGy1l2fDnrEzYzIKIv\nU7re3Wi9mhNB3bwtTWRkLKWzFS3K+ILFwBirTOSekO/UaR2/5giuZ7PJTOaBAnxi3HD2sMRip3S9\nm0Gt+rHh3Ba+O7qs0WukblgNQPiosQ2W8VfyLj7Y/hlhHiF8NGqWcMtdQXD8heSUffI1ugi7YTQK\nlaomq11uMvYV4OSsJKCzJdx0W/uxjO84jgMZh3l7y/uNlp+5fQtVRUVEjL65wc9jZmkWr258G51a\nx8ejxXN9JTXNNpqh67nFGV9HSLry6dwVbVAIqZvWYjIYZNMDLHGx6lLDZc01FAoFH49+FzeNjtc3\nzeR03tlGrZG81hLvvXLma13JLc9j2qrpKFAwe+wneLvatkF+UyQ43jI8RE7Xs7OnN0F9BpJ3aD8l\nqamy6QGgLzeQc7yIwC5eOGksrzmFQsF7I/6Ptr6tmbNvPqtPN24UYtLvKwCIGH1Lg75fZajioeVP\nU1RVzIzBLwp381WwJl3JmadjK1qc8a1JTpExg06hUBA2/EaqCwvI2vWXbHrAxZd1cDefy34e5hHC\nByPfobS6jMk/P0p+RcN+X5UFeWTv2Y5ftx5oA4Pq/X2T2cRTq18iqyybVwZOp2dotwbp0dwJivMC\nBWTsl7fFozWh7uzKX2XVI+twISaDucYjYEWn0TLn5v/iqnLhmTX/IKkwpUHyTUYjKetWoQ0IxD++\n/u0fzWYz/9z4FnvS93Nbh7HcFzepQXo0d9xDXdH6O4uTb3PAt507Klcn2WvHWo0ZB0DSanlfUjVx\nse5/b793W4exPNNnGomFyTy84pkGlWmkbVqL2WgkfGTDXM6f757LpvNbGRY1iMd7PdQgGS0BjZsa\nv/YeZB4qxGSQL58h4kJo4ezKX2TTAS7ZVMb7/O3fOvi35V8j3qS4qoRHVj5Dlb4DnB4AACAASURB\nVKGq3vKzd2+nKj+PNjePQ+lU/zrzbw58y+LDPxIb2EmEUa6DJZ/Bm5K0Ckqz5BmKYytanPFVqpQE\nxnqRd6qY6jL5XL6Bvfvj7ONL8tqVsnYFyjhQgJNGiX/Hq7eV/MeAZxndZjh/Ju+ombJSH1LWXYj3\njqh/idHPJ1Yyc+uHBOoC+HTMv1EqWtzjWi+Cu3tjKDfKms+gDQrBLy6elG1bqCzIk00Pa+w7+Cqb\nSoCJne9gQqfbOJh5hOfWvILRVL+/weQ1FpdzzLg76q3bn8k7eX3TTPy0vswf9yVate1aXzYH5B4e\nYita5NssKM4Ls8nimpILpUpFxOhbqMzJJmfvTll0MFQayTlWREAXT1TOV9+9KxVKvrjpAzr6t2fe\nwcXMO7C4HvIrSN+6EY/oNni2aVsv3dac3ciTv72Iu7Mbi++Yg5+2ZfZurg9WQyO3Vyd81M2Yjcaa\n4fJykLG/AK2/Mx7h2mt+5t3hb9I9uCs/nVhRr8YyZpOJ5DUr0Xh6ET5oSL30sniRnkapUDLv1s8J\n9Qiu1/dbIs11wlGLNL7BPS4kp+yVNz7WasytACT+Jo+LLudYESa9udZJRjqNjoW3zcZX68OrG9/m\nh6M/10l+xp9/YCgvI3zETfVyq21N2s4jK55Go9Kw+Pa5dBFdrOrExaQreZ/riFE3A5C87jdZ1i/N\nrKAkrYLgeO/rPnc6jZbv7/yGLgEdWXz4R17d9HadDHDuoX2UZ6YTPmIMTvXo1nY67yy3fX8P+RUF\nvDv8DXqFxdf5uy2ZGuPbzNpMtkjjG2J9SclYlgEQ1GcgGi9vkn9fgdlk/zhdTXONOowRDPcMZdFt\nX+Hu7MbTv7/MZ7vm1PqiSlz5E3Bxk1EX9qQd4L5fpmHGzIJxX4gXVD3wbeeBWqeS/eTr2ToGn/Yd\nSN+yEUNFud3Xz9hnuf6Qq8R7r8TTxYMfxs+jvV9bvt6/iHe2vl/rc51szXK+se7P9YGMw9z63STS\nSzKZMfglJnedUOfvtnRcvTV4RenIOFAgedtbOWmRxtc91BW3IBfS9+bLejOVajURI8dSkZ1Jzr7d\ndl/fupO8WrLV1YgPiWPF3d8R4h7E21vf543N72IyX33TYKgoJ2X9atzCI/HtWjcD+suJVUxYej9V\nhiq+uvk/DI4cULcLEQCO1RGozdhxGCsrZJnxm14T763d+AL4an1YetcCWntH8dnuuby66e1rJmGZ\nzWaS16xApXMjZMDQOsnfmrSdO36YQmFlER+PnsUTvR6u24UIagju5k1VkZ6CBHmG4tiCFml8FQoF\nwT18KMuuojjF/jvzS7GeCpN+t3/Wc8aBApw91XhH1X16Sju/GFZN+pF2vm34at88nvjtBcqqy/72\nubRN6zCUlRJ5yx21upwr9JU8+tOLPLbqOQDm3PwJY2JG1O9iBMCFuK9Z/uSUmFtvB+QJqWTsLwCF\npbNVXQnQ+bFswgLa+rbm6/2LuGnxXZzNP/e3zxWcOEpJ0nnCho3EycXlujLNZjNLjizlnp8eQm+q\n5utbPmVSl/H1vh4BBPe0bKTSZQ4VSkmLNL4AIT0c42YG9R+CxsOLpNXL7ep6Ls+roiChlKA4bxTK\n+pU5hHoEs/zu7+gZ0p2fT6yk39ej+On4isu8CImrLHHhyLG3X1fW2fxzjFk8nrm7FtHJvz3rp/zC\n2HaNa1LfkrGe9uR2PQd2j8c9MprU9avRl9nvtGIymMg8WIBfew80bvWbnhXiHsyae3/mnti7OJJ9\nnOELx/HdkWWXPdfJv1sGjtTWWON4zilu/W4Sz615BbVSw+I7/seYto0bOdiSqXlf7xHGt8njKMbX\nSaMhfOQYyjPSyD1ov1mo1nh3aK+6ueauxNvVi6V3LeD5vk9SUFHA4789zy3f3c3hrGPoS0tI3bgG\nz9Zt8e7Q+arf359xiCd/e5Gh88dyPOckj/W9j9X3LqO1T1SDr0ngGG0mweJdirp1fE34wV7knizB\nUG78W3ONuqLTaPlo1Ezm3Pwf1EoVz675J7f/MJnlJ1dTZagi6fcVKJ2dCR16dUNaWFnEG5vfZfiC\nW9mVtpebYkay9YHVDGrVrzGX1eLx7+iJSusk+/taSlRyKyAXgbFeKNUKh7iZrcbcSsKyJSStXo5/\n9152WdO6gwzp2fASHle1Cy8NeIYJnW/n//74F7+dWceIheMYk+7J0KpKqvrGklOWi8FsIK88n9zy\nfJKLUlhyZBkHM48A0No7in8OfI4HBtxFTk6JJNfWknELcsU91JWMfZbkFDmbN0TdMp7D/3mP88uX\nEj3uLrusmVHPeO+1uLX9GLoFx/LC2tfYkvQX21N20b7ElQfPJOI6oC9HihPwrPLA5BLMgfSTbEn8\nk82Jf7Iv/SBGs5FIrwhm3TCDG6IHS3FZLR4ntZKgOG9Sd+RSVayv6UPflGmxxlfl4kRgrBdZhwrR\nVxhRu9a/S41UBA8Yhtrdg6TflxP/6jt2eWGm7ckHBQ0+IVxKK69wvhn3OVuTtvPF7v8RvNpSYvK2\naTNPffn3Hb9SoWR0m+E80O0eBrbqJ5pnSExwd29Or0ynOKUczwidbHp4tmmLT+c40rdupLIgDxdv\n29dqW8usrtbZqr5EeIbx413zOZOXwOLDS8n+fDYAs92Pc/Tbvw+7VyqUdAuK5aa2I3mw+xRcVM6N\n1kFwkdCePqRuzyVjXz6RQwPlVqfRtFjjCxbXc8a+ArIOFRDWx082PZycnQkffiPnfvmB3P27G9Qr\ntj4Y9SYyDxTg38EDZ3fpdpCDWvWjt1cHlv5zOeo2rXngloc5kHkYrdoVX1cf/LS++Gl9GRzZXzSR\ntyHB3X04vTKdjP0FshpfgKhb7iT/6EGSVy+n7T0P2Hy99H0FqHUqfNtKN+s5xrc1Mwa9yE8vf0Ol\nm46xk15kkKmcoqoSKs1laBVuDI7sz8BW/fBy8ZRsXcHlXBoqFMa3iRPcwwe+SiB9T76sxhcgatxd\nnPvlBxJ+/t7mxjfnWBGGCmOjXM7XImXtb5j0ejrefi8T+j4uuXxB7Vwa920/Tt5NTuQtd7Dv3dc5\nv3ypzY1vZVE1+adLiBjoj9JJWu9R1o5tVGRlEjPpfiYPerrm5/7+7iJcYieCm1nSVYv29zlK0hVA\n8MBhuAYEkbjiJ4yVtm0gfjHe23jX3JWcX2mZ/xt58/WznAW2IzDWC6XKMfIZdMGhBPbuT9auvyhL\nt+2YwcwDlnax1+rn3BjO/foDANG3ieYYcqH1dcY7Wkf6vnzMpqbfbKNFG1/3EMdotgGgdHIi+rYJ\nVBcXkrLxd5uulbbH0vA+VGLjW5mXS+ZfW/CLi8c9QmQty4VaqyKgixdZhy35DHITdaultvX8ip9s\nuk5NspUE8d5LMVSUk/z7CnRhEQT06COpbEH9COnpS3WJgdxTTd/b0KKNr7XZRnlOFUXJ8jbbAGh9\np2WmZ8KyJTZdJ31vPq5+GjwjpY0HJq76GbPRSOTY+k96EUhLaC8fTHqzQzSjj7jxFpRqNYkrltl0\nnbTdlk2l1MY3Zf1q9KUlRI+7C4WyRb8yZSekpi+/fBOzpKLFP0k1N1PmukgAr7Yd8O3SjfQtG6jI\nybbJGiXpFZSkVhDaw1fyrOqzPyxC4eRUc9IRyEdob0s8P22X/C8pF29fQgYPJ//YIQrPnLLJGiaj\nmfQ9+Xi3dkPnL22W8blfLC7nqHHC5Sw31lBZWjOI+wrj60BxX4DoO+7GbDRy/tcfbSLfep1Sx3vz\njhwk/9ghwobfiGtA089EbOqE9rpgfHfLb3zhEtfzcts817nHi6guNRDWR9okwsq8XNK3bMC3Sze8\nYtpJKltQf3zbeaBxU8k+kU4KGmR8S0pKeOyxx7j33nuZMGECBw4ckFovu+FIzTbA8pJSqtUk/Pyd\nTeSnX4j3Sm18z3y/AICYCVMklStoGLoAF7yidKTvdozklPARY1C7e5CwdDEmg0Fy+akXNhnWE79U\nnF+xDLPRSPTt4tTrCCidFATH+5B/tpSK/KsPv2gqNMj4zps3jz59+vDtt9/y7rvv8tZbb0mtl92w\nNtvIOVrkEMkpLj6+hA4bRcHxI+QfPyK5/LQ9+SjVCgK7SpcRaqgo5/zypWiDQggZPFwyuYLGEdrb\nl6piPbkni+VWBZWrluhxd1GemU7qprWSy7e6160nfqk4/+sPKJyciLz57001BPJQ463cJ38+Q2No\nkPGdOnUqEydOBMBoNOLs3LQ7uYT08MFkMJN1yDFuZuvb7wakT7zSVxjJPlxIYKyXpB29klb/ir6k\nmNbj70GpatGl4w5FjevZAeK+QE2d75nF30gq12w2k7YzD62/M15R0iURFpw6Tu7BfQQPGIqrf4Bk\ncgWNw+q1a+qu51rflEuXLmXBggWX/WzWrFnExsaSk5PDiy++yCuvvFLrQt7eWlQqaVs4+vtL08Wm\n/Q2h7PsqgcKjpXS7Wf4SGZ8Jd7LzladJWrkU40cfS3ad57dlYTKYaT0oSDKZABt/WgxA72nT8GyE\nXCl1cmTsdZ1dboxg3fQD5B0uluV3e+Wa/v59Ce7dl7QtG9CU5+HZKlKSdfITSynNrKTzHREEBHhI\nIhPg0NvzAej5xFPX/f2J59a+uI1y5ie2k3OwyCY62es6azW+48ePZ/z4v2evnjp1iunTp/PSSy/R\nq1ftwwAKCqQt5ZGys4xHB8tu+eSGdDo/FCmJzMbSauwdnFowh3OrV+HVTxpX7rF1liYH3p2l+90V\nJZwh7a9tBA8YSrXOr8FyW0qnILtep48CVx8NCVuz7P67vdZ1Rt81hYxdO9j1+ed0e3GGJGsdX51s\nWTPOU7LrrC4u4tiSRejCInDvMeiacsVzKw++7d1J3pVDVkYRSpV0ecNSX+f1DHmDtD579izPPPMM\nH374IYMHN/2pHbpAF7xbu5G+Ow+TwX4zda9Hu3sfBGD/F/+RTGb6hdo4a8xECs7+sBCANhMmSyZT\nIA0KhYKQXj4Up5RTnCZ/HTtAq7G3o/Hw4uwPizDp9ZLITN0pfbJVwk/fYSgvo+09D6B0km/oiuDq\nhPb0RV9uJPtYkdyqNJgGGd8PP/yQ6upqZs6cyeTJk5k2bZrUetmd8H5+VJcaHOZmerXtQPDAoaRu\n20L+scONlmc2W+og3cNccQ92lUBDMOn1JPy0BI2XNxEjx0oiUyAt1rhv+m7HiI+pXFyJvmMiFTlZ\nks35Tdudh1rrREBnaYYamM1mTi2ai1KjEdn7Dop1o5W6wzHyGRpCg4zvl19+yaZNm1i0aBGLFi3i\nyy+/lFovu2OtD0zdniuzJhfpcL9lU3Ni3uxGy8o/U0JFXrWk2aApG36nMjeH1rdPxMnFRTK5AukI\n6+1Y9b4AbSdZEq9OL2l84lVFfhV5p0oIjveRzP2Y8dcfFCecIXLs7bj4yjtwRXB1wvtZ7osjva/r\nS4tvsmElrO+Fm+lAO6nQoSPxbhPD+RVLqcxr3EOW8pfl+xH9pXuZnPj6cwBi7p4qmUyBtATEeqFy\nUTpMxjOAV9v2BPTqR8a2zZQknWuULOuQECldzqcWzgWg3ZSHJZMpkBaPMC0eEVpSd+U6RB17QxDG\n9wIeYVo8wh3rZiqUSuKmPYWpqorTjSzPSNlhMb7h/f2lUI3svbvI3rOD0KEj8WrbQRKZAulROTsR\nFOdNzvEiqkqkibFKQdtJ9wNwesn8RslJvbCpkKqzVWlaCqnrV+PbpRt+cT0kkSmwDeF9/ags0JN7\nQv469oYgjO8lhPX1tdxMB5qY0fneqajdPTi16H8Yq6sbJMNsNpPyVy66QBfJ6iCPzv7Yot+05ySR\nJ7Adob19MZscqy6y1Y234uLrx+kl86gubnieRdquPBROCoK7S5NEeGbxPMwmE+2mPCx573OBtIRf\n8OKlNFHXszC+lxDe1/HiCBp3d9rcdS8V2Zkkrf61QTLyz5ZSnlNFeH8/SV4ohadPkrp+NX7dehLQ\nq1+j5QlsS01yigO5np1cXOj48FPoi4s4uWBOg2ToK4xkHiwgoIsnGrfGN3cxVlVx5vv5aLy8ibxF\nTOZydKyhQmF8mwE1cd+djnUz2099FBQKTs5rWGKbNd5rTVJoLMe++gSwnHrF6cDxsZaWOVLcF6Dd\n5IfQeHpx4uvP0ZeV1vv7WYcKMOnNNUlljeXMd/OpzMsl5u6pqFykqQgQ2A7PCC3uoa6k7syVfR57\nQxDG9xK8onToAl1I3eFYN9M9IorwEWPIPbiP7D076/391B3SGd+y9FTO/fojnq3bEj5iTKPlCWyP\ni5cG/44eZOzLx1Apf/9yK2o3dzo8+DhVBfmc/rb+OQ1S9nM2VFZw5PMPUWl1dHr4qUbLE9gehUJB\neF8/KvKqyXOgUGFdEcb3EhQKBWF9fSnLrqLwfJnc6lxGx0eeBuDAB2/Xa2NgiffmoAtwxru1W6P1\nOP6/zzEbDHR89BkxWLwJETHQH0OlyWGmd1lpP/VR1G7uHJv7XwyVFfX6rtWjI4XxPf3t11RkZ9L+\n/sdEeVETIqxf03U9i7fnFYT1ccybGdizL6FDR5K1cxvpWzbU+XsFCaWUZVcR3t+/0S7iqsJ8znw3\nH9fAYKLH3dUoWQL7EjHQkuWe/GeOzJpcjrOnN+3ue4TKnGzOfr+wzt8zVBlJ3ZWHb3t3dIGNqzHX\nl5dx9MuPUbt70OkRceptSoQL49t8uFjv63g3s/vLb4JCwf733sRsqlsbTCnjvSfnf4WhvIyODz6B\nUxOfZNXSCOvrh8JJQfJWxzK+AB0ffAKVq5ajsz/BWFW3Ga0Z+wowVBhpNbDx04ZOLZhDZW4OHR58\nHGcvaedcC2yLV5QOtyAXUrc7VqiwLgjjewV+7dxx9dHU9It1JLw7dCb6tgkUHD/C+eVL6/Qd644w\nrJHGtyw9lWOz/4OLrx8xk6Y2SpbA/ji7qwmK8yLjQAHVpY5T7wvg4utH23seoDwjjYSfv6vTd5K2\nZgMXT/QNpbqkmKOzP0Hj4UXHBx5vlCyB/VEoFIT186M8t4r8s/VP2pMTYXyvQKFUENrbl+KUcopS\nHKMZ/aXETX8VpUbDwQ9n1lr3azabSdmei9bfGZ82jYv37pv1GoaKcrq9/H9o3KUb2yawHxED/TEb\nzaQ4UBc3Kx0feRqlszOH//Me+tLak2eSt+WgUDbeo3Ny3myqCwvo+MhTaDy9GiVLIA+OWCJaF4Tx\nvQqO7Hp2C29Fu3sfpDQlsdauVwXnSinLqmx0fW/mjm0krvwZv7h42oy/p8FyBPJiddEmb3M817M2\nMIjOjz5DeUYaBz+aed3PVpfqyTxQQFA3b5w91A1es6qogONzP8PZ24cO9z/WYDkCealJunLA9/X1\nEMb3Klj7H1tdW45GlydfRO3mzpFP/33dU8LFeG/DXXMmg4Hdb74ECgW93vpAZDg3YYJ7+ODkrCTF\nwZKurHR54gXco1pzct5s8o4cuObnUnbkYTKYG+1y3vvWP6kuLqTztOmo3RxjULyg/vi0cUPr79zk\n4r7iTXoV/Dt5ovVzJumPbIe8mS6+fnR65Gkq83I58MHb1/ycNd4b3q/hpRinFv2PwpPHaHPXZPy6\nxjdYjkB+1K5OhPbyJftoEeV5dUtssidOLi70mfkJZpOJHf94BpPBcNXPJV/YFLca1PBkq5QNv5Ow\nbAm+XbrR4YGmPxK1JaNQKAjv50dpZqXDlYheD2F8r4JCqaDV4ADKsqsctml3x0eewrN1W07Om03q\nprV/+3ez2Uzq9ly0fs74xDRsV1+Zl8uhj2ah9vCk20tvNFZlgQMQMcByWnTU0ozg/oOJvuNu8o8e\n5OSCr676maStOahclDWdu+pLVWE+O//xNEqNhn4ffolS3XDXtcAxsA6MSXLAbP5rIYzvNYgcatlV\nJ/7hmK5nlauWgZ/NQ6nRsP2FaVRkZ1327/lnSynNbHi812w2s+f/Xqa6uJC46a/g6ifNNCSBvNTU\n+zpg3NdKj9dm4eztw8EP3qEsPfWyfyvLsWyIQ3v5onJxapD83W+8REVOFl2fewXvdh2lUFkgM5FD\nLryvN2XV8knHQRjfa9Bq8IWbudkxjS+AT8cuxP/zLSrzcvnz+Ucvq/21PoTWTUR9OT7nU84vX4pf\nXDztJou5ps2FoDgvNG4qhza+Lj6+xL86E0N5GTtfeRaT8WJLTGu8OmJQwzaDyWtWcv7XH/GLi6fT\nha5xgqaPV6QO72gdyX/mYKyuWw8EuRHG9xq4Bbrg39GD1J256Cscpx/ulbS/fxqhQ0aQsXUTJ77+\noubn5zdajW9gvWWmblzDvndfxzUwmCFzlqBUNX5ijMAxUKqUhPX1pSChlJL0+rVztCet75xE8ICh\npG1ex543X6rJvUjaZq3vrf+msiInm52vPovS2Zl+H8wWz3UzI3JYINWlBodroXothPG9Dq2GBGCs\nMpHmYFOOLkWhUNDvw9m4+Aew/703yD24F325gZQdufh39MA9uH7TWQpPn2Db0w/ipHFm6P++QxsY\nbCPNBXJhNVyO1mryUhQKBYO+mI9Xu46cWjiXI599AEDy1hycPdUExtavJrciJ5v1k26mMjeHbs+/\njldMO1uoLZCRqGGWg8b5JuJ6Fsb3OkRdODWed2DXM4Crnz8DPvoKk8HA+ntu5eDcTRirTEQOq9+p\ntzI/j00PTkBfWkK/D7/EL7a7jTQWyIk16cqRXc9g6fs8fNEv6MIiOPjB2xz8bCFFyeWE9/ND6VT3\nPIaK7CzWTbyJwtMn6PDANDqK/s3NkrC+fjhplCRuFsa3yRPa2xeVi5KkLY5tfAFCBt3AoM/nY9RX\ns/vfywGIuqHuxrco4Qwb7h1HaXIisU+/RNTNYph4c8W/oweuvhqStjpmKd2laAODGb7wF5y9fdj1\nr2VA/UqMyrMyWTfxJorOnqLjQ0/SY8a/xAzqZopGpyKsjy/ZR4ooy6qUW51aEcb3OqhcnAjr60fu\niWJKMx03PmYl8qbbGPHtcvSmriioIH/P/FpfrmazmZML5rBqzADyjx2izcT76PrcK3bSWCAHCqWC\nyMEBlGZUknPMMUvpLsWzdQw3zF+Gni4AFOz/H5UFtbfILDhxlHUTx1CUcJpOjz5D/GszheFt5li9\nfY5apXIpwvjWgjVhqSncTACNXywGoz+uuvMc/vht1k0Yw9kfv6W65PKXrNlspiT5PBvvu53dM17A\nycWFwV8spN97n4ouVi2A1qMssfxz6zNl1qRueHfqjkndE5W6iJSVn/Hr4G6cXDj3skxoK1l7drBx\n6p2sHN2P4nNn6TTtObr/8y1heFsANe/rJuB6Ful+tVBTP/ZHNp0ntpJZm9o5f+Gh6/n8WAp37Cbj\nz81k7fqLXa9NJ2zEGJy9vCk8fYLC0yeoLiwAIGTwcPq9/wXawCA5VRfYkcihASicFCSsy6DPc46f\nfJS2O4/qMjNd74sltO0sDn3yLrtff55jsz9BGxSCxsMTtbsHZanJ5OzfDUBAr350eXw6IUNGCMPb\nQvBr745bsAuJf2RjMprrlRtgb4TxrQXfdpabmbQlG7PJjELpuDcTLtb3thsXg8eTyylJTuT88qWc\n++V7klb9DIBCqcStVRSBvfsTdsONtLnrXvFyamG4eGkI6+NLyvZcyrIr0QU0biC9rUlYkwFAzJhQ\nIoc+SdSt4znw/lskr1tF7oE9l9W4h90wms7TphPQs49c6gpkQqFQEDUskCOLk8g6XEhwN2+5Vbom\nwvjWgkKhIHJIAEe/Syb7aFG9SxzsiaHSSPKfufi2c8cjTAuAe0QksU+9SJcnX6Dw5DHMJhMerWNQ\nudSvBEnQ/IgeEUTKX7mc25hFl7sd16tjNptJWJuJWqeqmWDjGhBIv/c/p9/7n2M2mzGUl6EvKUah\ndMI1oP617YLmQ+RQi/FN3Jzl0MZXBPfqQOSQplE/lrozD0OF8aqNNRQKBd4dOuPTKVYYXgEArUdZ\nwgzn1mbIrMn1yT9TQmFiGVHDAlA5/72lpEKhQK1zQxsUIgyvgFaD/FEoHb/VpDC+daDVEEt87Owa\nx35Jnd9oSZ6JrkeJkaDl4tPaHe9oHYl/ZGOoctwubmfXWJ7r1iNFwxdB7bh4aQiO9yF9XwGVRdVy\nq3NNhPGtA67eGiL6+5G5v4DitHK51bkm5zdno9I6Edqn4SMEBS2L6JHB6MuNNbOfHZFz6zJQKCFq\nuNhUCupG5NBAzEYzSVsct5GMML51JOamEADOrnbM029Rchn5p0uIGOB/VdecQHA1rK7nhHWOWXJU\nnltF2p58Qnr6ovV1llsdQRPB+lyf+S1dZk2ujTC+daTNmBBQwOlVaXKrclWsD1nrEaJcSFB3Qnv5\n4uyh5tz6TIfsdnVuQyaYL75MBYK6ENDZE69IHQlrMxx2ME6DjG95eTnTpk3jnnvuYerUqWRlOXZg\nWwrcAl0I7elD6s48yrIdr3XZyeVpKJwUNSd0gaAuOKmVRN0QSHFKObknHK/bVcJay4m8zWgR7xXU\nHYVCQdtbQtGXGx028apBxvfHH3+kU6dOLF68mFtuuYW5c+dKrZdDEjM2FMw4XOJVUXIZmfsLiBjg\nj9ZPuOYE9SN6hGO6ng2VRhI3Z+EdrcOnjbvc6giaGG1vthxETq10TG9lg4zv1KlTmTZtGgDp6el4\neHhIqpSjEjPGsvt2tDjCqRWWh6vdraEyayJoikTdEIhCCecczPimbM9FX26saYUpENSHwFgvPCO0\nJKzNxFDpeK7nWptsLF26lAULFlz2s1mzZhEbG8uUKVM4ffo08+bNq3Uhb28tKpW0iUD+/vbdDfv7\nuxMa70vythx0Kg1ab/ucMmu7znOrM1E6KegzJQadr2N3Kroe9r6fcuFw1+kPkQMCSdyWhabaCc9Q\nrTRiG3mdf245BkD8hGjH+51dgiPrJiVN8TrjJkax5d/HyN9fTKdbI+r0HXtdZ63Gd/z48YwfP/6q\n/7Zw4UISEhJ49NFH2bBhw3XlFBRIW6Lj7+9OTk6JpDLrQtSoQNL25bF7hUx6CAAAEApJREFUyVk6\n3VW3m9kYarvOwsQyUvfmETk0gHKTnvIcvc11sgVy3U9746jX2fqmIM5vzeKvuSfp+URMo+U19jpN\nBhNHfk7GxUuNrq2rQ/7OwHHvp9Q01esMu8Ef/g17FiUQ0K/2bldSX+f1DHmD3M5fffUVv/76KwA6\nnQ4np5ZT2tJ2rCWOcGaVY7iehctZIAXtbg1FqVZwfGmy3KoAkLQ1h7KsStrdGoZSJYoyBA0jKM4L\njwgtCWszHK6RTIOe6jvuuIOVK1cyefJkpk+fzqxZs6TWy2HxaeOObzt3Ev/IorrUILc6nF6RhlKt\nIGaMyHIWNBxXH2eibwgi53gxOceK5FaH4z9aNgGd7gqXWRNBU0ahUNB2bAjVpQaSHGwsbIOMr5+f\nH19//TWLFi1iyZIlxMfHS62XQxNzUwiGSpPsvZ4LzpWSdbiQVoMDcPHSyKqLoOnTcbzF0B1fliKr\nHlUles78noF3tI7gHj6y6iJo+rS72eIVtHoJHQXhz2kAbS/U0p78NVVWPU5fSKFvd4twOQsaT/SI\nIJw91Zz4OQWTUb6GG6dXpmGoMNLxrggx6lLQaIK6e+Me5srZNY7lehbGtwH4d/bEr4MHCWsyZG24\ncWq5xeXc5kZRiiFoPCoXJ9rdEkppRiUpf8nXE/fYj5aTd8c7hctZ0HgsrudQqksMJG1xHNezML4N\nQKFQEDslEpPBzNHv5UlQyU8oIftoEZFDA3HxFC5ngTTUuJ6XyuN6LkwqI3V7LuH9/fCM0Mmig6D5\n0X6cxTt49DvHSCgEYXwbTMc7w1G5OnF4USJmk/1ddIcXJgLQ4bYwu68taL6E9vLFI0LL6VXp6Mvt\nn1B44kK8uaMdyvgELYegbt4EdPHk7JoMStIr5FYHEMa3wbh4amh3ayhFSWUkb7Ovi05fbuDIkiS0\nfs7EjBVZzgLpUCgVdLwjHH2Zwe5tVM1mM8d+TEbl6lRT0icQSIFCoSDu/mjMRjOHFyXKrQ4gjG+j\n6DolCoBDC8/bdd0TP6VQVaQndkqkGB8okBy5sp7T9+RTeL6MmDEhOLur7bq2oPnT/rYwnD3UHF50\nHqPeJLc6wvg2huB4b/w6eHD2d/slXpnNZg58fQ6Fk4Ku90XZZU1By8KnjTtB3bxJ3JxNSYb9XHSi\ntldgSzQ6FZ0mRlCWXcWZ1fI3SRLGtxEoFAq6Tom6kHiVZJc1U3fmkXO8mJibQnAPdrXLmoKWR+zk\nSMxGM/u+OmuX9aqK9Zz8NQ1doAsRgwLssqag5RE31XJgOTjPvt7KqyGMbyPpcGfYhcSrJLskXh34\n+hwA3R+KtvlagpZLx/Hh6AJdOLQgkcrCapuvd3DeOaqK9XR7MBqlk6jtFdgGnzbutBrkT+r2XHJP\nyju/WhjfRuLiqaH9OEviVdJW2yZelaRXcOa3dPw7ehDa29emawlaNipnJ3o81gZ9mYED35yz6Vr6\ncgN7vzqLs4eabg+ITaXAtsTdb3nGDs6X9/QrjK8ExE6+4Mqw8Uvq0MLzmI1muj3UWnT+EdicrvdF\n4uypZv/cBJuWHR3+NpGK3Gq6PRSNs4dItBLYltajgnAPceX4j8lUl8o3BU4YXwkIjvcmON6bs2sy\nyNiXb5M1DFVGDi9MxMVLTYfbRW2vwPZo3NR0ezCairxqjnxnm5wGQ5WRPZ+fQaV1ovvDrW2yhkBw\nKUqVktgpkVSXGjj2g3x9zIXxlQCFQsGgGZ0B2PLWUcxm6WO/x39Mpjy3is6TWqHW1jqGWSCQhO4P\ntUbl6sTeL87apDzj2A/JlGZU0nVKFFpfZ8nlCwRXI/beSFSuTuz8+KRsp19hfCUivK8f0SODSN2R\nx7kN0k47qiyqZtu7x1FpnYh/pI2ksgWC66H1c6bLpFYUp5RzSuJBIiaDid2fnsHJWUnPx8VzLbAf\nugAXej0ZQ1l2Fbv+e1oWHYTxlZBBr3VCoYRt7xyTdCrM9vdPUpFbTd/n2uEeIsqLBPalx7Q2KJwU\n7Pr0tKQZ/Sd/SaUoqYzOd7fCLUg81wL70vOJGNxDXNn75VkKk8rsvr4wvhLi196DThNbkXuimGM/\nStPAO/NoAQe+PodXlI74x8TpQGB/PCN0dLgtjLyTJRxZnCiJTKPexM7/nEbhpKDXkzGSyBQI6oNa\nq2Lga50wVpnY+vYxu68vjK/E9H+pAyoXJdvfO4G+onGzI81mMyue3oPZaGboO7GilaRANga82hFn\nDzWbZxylMLHxp4QdH5wk/3QJXSa1EtOLBLLR4Y4wguO9Ob0ijdSduXZdWxhfiXEPcaX7I20oSa9g\n/9yERsk6vSqdhM2ZRI8IpPWIIIk0FAjqj0eolmGzYtGXGVjz9L5GhVVSduSy85NTeEZoGfxmZwm1\nFAjqh0KhYOjbsQBsfu0IJjtOqBPG1wb0eioGVx8N298/QdruvAbJ0Jcb+OONIzhplDUPh0AgJx3H\nhxNzUwipO/PYN7thbScrC6tZ/fheFEoFN33ZQwxQEMhOSA8fOtwRTtbhQvYvbNyBqT4I42sDXDw1\njPmiByaDmV/v20nBudJ6fd9kNLP+hYOUpFYw6PmOeEe72UhTgaDuKBQKRrwfh9bPmT/fPU7Oifq1\n5zObzax/8SAlaRX0fb49IT1FlzaBYzDo9U64eKnJPl5ktzWF8bURUcMCGf5eVyryqvl50nYq8qvq\n9D2T0cyap/dxfFkKwfHeDHu1i401FQjqjtbPmZEfdcNYbeL3J/ZiqKp7XsOxH5I5tTyN0F4+9Hm2\nrQ21FAjqh3uIK48cGM3od7vZbU1hfG1I1ylR9HoqhoJzZfx63y4Mldd/UdUY3qUWw3vnD/3R6IRb\nTuBYtBkdTOdJrcg+WsR3N2+tNQHLbDZz7MdkNvzjEBp3FWO+6IFSJV49AsdCo1OhdLLfcyn+AmzM\nwFc70W5cKGm78lj+wK5rTtK4muEVfW4FjsoN73al08QIsg4Wsmj4Zk6vSrvq58rzqljxwG5+f3If\nCoUlziuymwUCEH0KbYxCqeDG/8ZTnlPF+Q1ZnN+QReSQAOIfa0NITx+St+WQuCmLc5uyKEmtEIZX\n0CRQuzpx43/jCe/nx4aXD7Higd3E3R9F1PAgVM5KyoIqSDmex6ZXD1OeU0VYH19GfxqPVytheAUC\nEMbXLqhcnBi/bAAJazPYNyeBxD+ySfwj+7LPOHuq6XhXODfM6ioMr6DJ0HliK4LivFn58G4Ozjv/\ntyHlTholg2Z0ose0GDGnVyC4BGF87YTSSUHMmBBixoSQdbiQfXPOUpRUTnh/P6KGBRLc3VvEwQRN\nEr/2HtyzZggnf0mlsqAaQ5UJZ5WKstIqOtwehn9HT7lVFAgcDmF8ZSAw1osxn/WQWw2BQDI0OhWx\n90bW/L+/vzs5OSXyKSQQODjiqCUQCAQCgZ0RxlcgEAgEAjsjjK9AIBAIBHZGGF+BQCAQCOyMML4C\ngUAgENiZRhnfhIQE4uPjqaqqW99igUAgEAgEjTC+paWlvPfee2g0Gin1EQgEAoGg2dMg42s2m3n9\n9deZPn06rq6uUuskEAgEAkGzptYmG0uXLmXBggWX/SwkJIQxY8bQvn37Oi/k7a1FpXKqv4bXwd/f\nXVJ5joq4zuaFuM7mhbjO5oW9rlNhNpvN9f3SiBEjCAoKAuDgwYPExsayePHi635H6m43LaWDjrjO\n5oW4zuaFuM7mhdTXeT1D3qD2kuvXr6/572HDhvHNN980RIxAIBAIBC0SUWokEAgEAoGdafRghU2b\nNkmhh0AgEAgELYYGxXwFAoFAIBA0HOF2FggEAoHAzgjjKxAIBAKBnRHGVyAQCAQCOyOMr0AgEAgE\ndkYYX4FAIBAI7IwwvgKBQCAQ2JkmZ3xNJhMzZsxgwoQJTJ48maSkJLlVkhy9Xs+LL77IpEmTuPPO\nO9m4caPcKtmUvLw8Bg8eTEJCgtyq2IyvvvqKCRMmcPvtt7N06VK51bEJer2e559/nokTJzJp0qRm\neT8PHTrE5MmTAUhKSuLuu+9m0qRJvPHGG5hMJpm1k45Lr/PEiRNMmjSJyZMn8+CDD5KbmyuzdtJx\n6XVaWblyJRMmTLD52k3O+G7YsIHq6mp++OEHnn/+ef71r3/JrZLkrFixAi8vL5YsWcL//vc/3n77\nbblVshl6vZ4ZM2bg4uIityo2Y9euXRw4cIDvvvuORYsWkZmZKbdKNmHLli0YDAa+//57nnjiCT75\n5BO5VZKUuXPn8tprr9XML3/33Xd59tlnWbJkCWazudlskq+8zpkzZ/L666+zaNEiRowYwdy5c2XW\nUBquvE6A48ePs2zZMuzR/qLJGd99+/YxcOBAAOLi4jh69KjMGknP6NGjeeaZZwDL+EYnJ2mnQTkS\n7733HhMnTiQgIEBuVWzGn3/+Sdu2bXniiSd47LHHGDJkiNwq2YSoqCiMRiMmk4nS0lJUqkY30HMo\nIiIi+PTTT2v+/9ixY/Tq1QuAQYMGsX37drlUk5Qrr/Ojjz6iQ4cOABiNRpydneVSTVKuvM6CggI+\n+ugjXnnlFbus3+T+OkpLS3Fzc6v5fycnJwwGQ7P6Q9fpdIDlWp9++mmeffZZmTWyDT///DM+Pj4M\nHDiQOXPmyK2OzSgoKCA9PZ3Zs2eTmprKtGnTWLNmDQqFQm7VJEWr1ZKWlsaNN95IQUEBs2fPllsl\nSRk1ahSpqak1/282m2vuoU6no6SkeUz9ufI6rRvj/fv38+2339Y6wa6pcOl1Go1GXn31Vf75z3/a\nbXPR5E6+bm5ulJWV1fy/yWRqVobXSkZGBlOmTOHWW2/l5ptvllsdm/DTTz+xfft2Jk+ezIkTJ3j5\n5ZfJycmRWy3J8fLyYsCAAWg0GqKjo3F2diY/P19utSRn/vz5DBgwgLVr17J8+XL+8Y9/XObSa24o\nlRdfn2VlZXh4eMiojW1ZvXo1b7zxBnPmzMHHx0dudSTn2LFjJCUl8eabbzJ9+nTOnj3LzJkzbbpm\nk7Na3bt3Z/PmzYwZM4aDBw/Stm1buVWSnNzcXB544AFmzJhB37595VbHZly6g548eTJvvvkm/v7+\nMmpkG+Lj41m4cCH3338/2dnZVFRU4OXlJbdakuPh4YFarQbA09MTg8GA0WiUWSvb0bFjR3bt2kXv\n3r3ZunUrffr0kVslm7B8+XJ++OEHFi1a1CyfW4DY2Fh+++03AFJTU5k+fTqvvvqqTddscsZ3xIgR\n/PXXX0ycOBGz2cysWbPkVklyZs+eTXFxMV988QVffPEFYEkOaM5JSc2ZoUOHsmfPHu68807MZjMz\nZsxolnH8qVOn8sorrzBp0iT0ej3PPfccWq1WbrVsxssvv8zrr7/ORx99RHR0NKNGjZJbJckxGo3M\nnDmT4OBgnnrqKQB69uzJ008/LbNmTR8x1UggEAgEAjvT5GK+AoFAIBA0dYTxFQgEAoHAzgjjKxAI\nBAKBnRHGVyAQCAQCOyOMr0AgEAgEdkYYX4FAIBAI7IwwvgKBQCAQ2BlhfAUCgUAgsDP/D5Yp5bgr\n2fRtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e611400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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p49YR15MePqzb42uzRqLQarsU9fxTFIKCJVmLGRY6hD11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\n/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OuHZDBgn7+Avk0fM3D8GBlTpqbluImLOL/YldTnbUYr357/j7xdu4F36t7nrwee5oPG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\n+//drUB1QvwZKgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118f12400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EunW/lRwrT1ejW7fCuHHjukY6lKWrUXkJDm7EmTMnAcrd1WjJkm8BjLarkaxAzrnv7mBi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\n2fRtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c3537b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.color_palette('dark'):\n",
    "    sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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p49YR15MePqzb42uzRqLQarsU9fxTFIKCJVmLGRY6hD11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\n/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OuHZDBgn7+Avk0fM3D8GBlTpqbluImLOL/YldTnbUYr357/j7xdu4F36t7nrwee5oPG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\n+//drUB1QvwZKgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e64a0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "pal1 = sns.color_palette([(0.5,0.1,0.7),(0.3,0.1,0.9)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAH4AAABECAYAAABHwoFDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAOlJREFUeJzt3cENgkAARUGwDHqiJ3qyJ3ow0awVKCch8c1cufzkhU32\ntPMYY0zk3K4ewDWEjxI+Svgo4aO+hn8+Xmft4GTz0XVuW+5nbTndtq/TuuxXz/iZ+758/OaojxI+\nSvgo4aOEjxI+Svgo4aOEjxI+Svgo4aOEjxI+Svgo4aOEjxI+Svgo4aOEjxI+Svgo4aOEjxI+Svgo\n4aOEjxI+Svgo4aOEjxI+Svgo4aOEjxI+Svgo4aOEjxI+Svgo4aOEjxI+Svgo4aOEjxI+Svgo4aOE\njzp8hYr/5I+PEj5K+Cjho4SPEj7qDXoBFWxNkrLSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e5e9ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(pal1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAABECAYAAAAMTwWHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAZJJREFUeJzt27FNwwAURVGHWVyyAiNQu8wGiBEyAmKDlK4ZgRUovUkk\nzAIo3CZxiM4pXb1fXdmSd+u6rgMAcNbD1gMA4D8QTAAIBBMAAsEEgEAwASA4G8zv0+laOwDgpu3+\n+q1k2U/X2nJ143Eels87vu9pHt6X+73vZZyHaTlsPeMi5vEwTF/L1jMuZn4ch+n1ju97G4fjdL/3\n7edxWKaPrWdczDg///rcJ1kACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBA\nMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALB\nBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQT\nAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACHbruq5bjwCAW+cNEwAC\nwQSAQDABIBBMAAgEEwACwQSA4AcSZydumgMo+QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e7f9240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
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